Visualizing Genomic Regions of Pf8 Samples with IGV Plots

Introduction

This notebook aims to demonstrate the visualization of genomic regions in Pf8 samples using the igv-notebook library. igv-notebook facilitates the creation of Integrative Genomics Viewer (IGV) plots with the ability to access CRAM files from the cloud without the need for downloads.

About Pf8 CRAM files: Compressed Reference-oriented Alignment Map (CRAM) is a more highly compressed alternative to the BAM and SAM DNA sequence alignment file formats. Pf8 CRAM archive is publicly available at: https://pf8-release.cog.sanger.ac.uk/index.html

We will start understanding igv plots and its setup. Then, we will show examples from impactful genes of Plasmodium falciparum.

What is IGV Plot

IGV software, along with its Python library igv_notebook, has been developed by researchers at UC San Diego and the Broad Institute of MIT and Harvard. It is designed for the interactive visual exploration of genomic data and is freely available under the MIT open-source license.

IGV plot primarily showcases the alignment of sequencing reads to a reference genome. Here is a snapshot of a IGV plot:

![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABr4AAAN2CAYAAACvkvmaAAAAAXNSR0IArs4c6QAAAERlWElmTU0AKgAAAAgAAYdpAAQAAAABAAAAGgAAAAAAA6ABAAMAAAABAAEAAKACAAQAAAABAAAGvqADAAQAAAABAAADdgAAAAB/xDywAABAAElEQVR4AeydCZxcVZm3TxZCEiBhEWRJIAi4JMgiMASCbLIMMKB+k4iOIzoiklFG4QMFYQRBcRsRdOAbEEEFhIEACgwIgogCAiICQgIj+xaQLQtL9uSr5zanc+v2vdVV1VXdVdXP+/tV3/0szz136fO/73uGrChZ0CQgAQmUCJx88slN47Bw4cLwwgsvJOmPGjUqjB49Oqy66qpNy8+EJSABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIYHARWLRoURii8DW4Trq1lcBAEnjqqafCE088MZBFMG8JSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhLoYAIKXx18cq2aBFqRwNy5c8Nzzz0XXnvttYAXmCYBCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISaASBkSNH6vHVCJCmIQEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkMPAEhg58ESyBBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABPpOQOGr7wxNQQISkIAEJCABCUhAAhKQgAQk0FACDz67LMxbsKKhaZqYBCQgAQlIQAISkIAEBgOB4YOhktZRAhKQgAQkIAEJSEACEpCABCTQDgQQuz54xuvhgZLwtfE6Q8OFn10tbDluWDsU3TJKQAISkIAEJCABCUigJQjo8dUSp8FCSEACEpCABCQgAQlIQAISkIAEQjjh8gWJ6AWLp19ZHs6+eZFYJCABCUhAAhKQgAQkIIEaCCh81QDLXSUgAQlIQAISkIAEJCABCUhAAs0i8J3rFoZL7lxclvz4kteXJgEJSEACEpCABCQgAQlUT8A36OpZuacEJCABCUhAAhKQgAQkIAEJSKApBG7/69Lw3WsXlqW98dpDw/Q9Vi1b54IEJCABCUhAAhKQgAQkUJmAwldlPm6VgAQkIAEJSEACEpCABCQgAQk0lcDTry4PR1z0ZlkeiF5XHbl6GDt6SNl6FyQgAQlIQAISkIAEJCCBygQUvirzcasEJCABCUhAAhKQgAQkIAEJSKCpBD54xuvJeF7pTE6dOipsbJjDNBLnJSABCUhAAhKQgAQkUBUBha+qMLmTBCQgAQlIQAISkIAEJCABCUig8QSOv3xBD9Hr2P1Hhv23XqXxmZmiBCQgAQlIQAISkIAEBgGBIStKNgjqaRUlIIEWITBnzpwwe/bs8Nprr4WFC8vHMGiRIloMCUhAAhKQgAQkIAEJ9AuBy2auHy6dtX5ZXntMeDUcscPTZetckIAEJCABCUhAAhKQgASqIzBy5MgwvLpd3UsCEpBA3wk89dRT4Yknnuh7QqYgAQlIQAISkIAEJCCBNifwxNxRPUSvdVdbHP5lm+daomYvvjEivLF4WHhy3qgwYc0FYdPST5OABCQgAQlIQAISkECrE8DZQuGr1c+S5ZNAhxCYO3duInoNGTIkrLXWWmHdddcNa6yxRofUzmpIQAISkIAEJCABCUigegLPzlkRvnjOsrIDxowM4Zf/NiqMW2vbsvXNWJi/cEWYV9KxHpodwvzS9JlSeSjTs3PCW7/ywDCf3mVomLaXIyU041yYpgQkIAEJSEACEpBAYwkQaUzhq7FMTU0CEigggLcXtsEGG4QNN9ywYC9XS0ACEpCABCQgAQlIoPMJHHbBskRgStf0tIOHlkSvIelVdc8jZD33apeIFUWt+aUo47MSoWtFYL4Wm7+gXAir5Vj3lYAEJCABCUhAAhKQQH8SwNlC4as/iZuXBAYxgfnz5ye1x9NLk4AEJCABCUhAAhKQwGAlcPI1yxMBKl3/o0reVPtMrM6jCiELLy28teaVBKln53Ytz3q+y3sLz61G26zZjU+z0WU0PQlIQAISkIAEJCABCUQCCl+RhFMJSKCpBJYt6wrlssoqqzQ1HxOXgAQk0EkEcM9/8cUXwxtvvBEWL17cSVWzLhKQwCAlMGLEiLDaaquF9dZbb1CGvT7vtuXh/NIvbftMHBKO3LtL9Ko1BGE6nUbPE3oRD7Rxa4Uw0YANjcZrehKQgAQkIAEJSEACTSSg8NVEuCYtAQlIQAISkIAE6iXwwgsvhGeffbbewz1OAhKQQEsSQMTnN2fOnDBu3Liw/vrrt2Q5m1EoPLFOKXl7ZY31U769rOTFVXsIwmxa1S4jao0ZNSRM3IBpl8A1viRyMY/IxXTMyMaEXay2TO4nAQlIQAISkIAEJCCBRhFQ+GoUSdORgAQkIIEyAjNnzgzXXHNNuPfee5Pf88+X4u9oEmgyAcYR3HbbbZPfgQceGCZNmtTkHJuT/Ouvv56IXkOGDAlve9vbwkYbbRTWXHPN5mRmqhKQgAT6kcDcuXPD7Nmzw0svvZTc51ZfffXAr9MNcevgc7oiIGTrSojCEBobShBPLcStKGKxjLCF99a4tRW1sufAZQlIQAISkIAEJFArgRUrVoR58+YlH3QtXLgwLF26NBDdYNSoUWHttdceFO+4aWatxmNIqUCNfcNO19Z5CUhAAm8RuOWWW5K57bffXiYdToCH/de//vVw5plnhuXLe37V3OHVt3otRGDo0KHhiCOOCF/96lfDyJGl3r82skceeSR5gd5kk03Cpptu2kYlt6gSkIAEqiPwxBNPhKeeeiqMHTs2bLHFFtUd1MZ7EeIwz9urniqlQxB2eWgNCWNL3llpkauedD1GAhKQgAQkIAEJSKAygfnz54cHH3wwPPbYY+Hpp58OS5YsKTxg9OjRYcKECcm77sSJE8Oqq65auG+7bmhlHgpf7dqqLLcE2oyAwlebnbA6i8sDf++99w733HNPYDw3PG7e//73J943dODz5cuwYcPqTN3DJFBMgHEECZ1FJypehrfeemvicUib3G677cKNN96YtMniFFpry5///OdEON55552T66a1SmdpJCABCfSdAPfsP/zhD4GPFN73vvf1PcEWT6EW4SuOq5V4Z73lqWUIwvwT/EzJky5rYw3TmEXi8lsE4hh6WSB4Q2oSkIAEJCCBSgQQuehnePTRR0M9fkTDhw8PW221Vdhll10Sb7BKebXDtnbgYajDdmhJllECEpBAmxDA0wvRi9Bs//Ef/xG23nrrZAB7HvAIXoRt0yTQDAK0LdrY+PHjA+EOd9ttt0R4/dKXvpS0SdrmKaec0oysm5Jm9JZELNYkIAEJdCKBeH+L97tOrGO6TofuMjQ8OyeE80ueX1nDg+vcTw7rCkNoB3wWT+Ey4SN3KY2NlrXvTRsapm3vO2eWi8shnHz18nD5PeViKQLz7cfZNWb7kIAEJCCBfAKE6b7++uvDww8/nL9DlWsJg8gHrvfdd1/Ycccdw+67796WHmDtxGNolefG3SQgAQlIQAIVCfzv//5v+OEPf5iID9/4xjeSL1lip1bFA90ogSYQoO3xNRVtEUGMtkkb1SQgAQlIQAIDReCkA4eGo/bu+S/4/IUhHH1ZTwFnoMppvhKohcCs2SvC5X/q+aslDfeVgAQkIAEJtCKBv/zlL+H//b//12fRK103Pvq64447wn/9138l492mt7X6fLvx6PnW3eqELZ8EJCABCbQkgbPPPjsQbm7//fdPPL0MadiSp2lQFYo2iNchbZK2SRvVJCABCUhAAgNJ4Mi9hoZLD+/y7kqXA2+w/X6wLPx6Zrk3Snof5yXQigRuKLXZo2cs6/FrxbJaJglIQAISkEA1BAhleMMNN4Qrr7wyGVKhmmNq3QfPqZ/85Cfh/vvvr/XQft+/XXnoz93vTcUMJSABCXQmAcZQwhjXi/G9NAm0AoE41tw111yTjPPVCmWyDBKQgAQk0DwCr776arjzzjvDn/70pzB79uwwZ86cZKzEtdZaK2y++ebh7/7u75KxHwfyXWXyO4Yk4tfB5yxLwh9GGvMXhHDYBcsC4lieZ1jcz6kEJCABCUhAAhKQQHMIIPJcddVVSUjC5uSwMlU+0P3lL3+ZiGs77LDDyg0tNNfOPBS+WqghWRQJSKD5BBYsWBDeeOON5Mc84dBGjRoVRo4cmYxFZWi++s/Bs88+mxxMpxLjLVX61Z+LR0ogn0Cl9kabxGIbzU/BtRKQgAQk0M4EeL+7/PLLw7XXXhuWLFlSVpXFixeH119/PTzzzDPht7/9bVhvvfXCxz/+8bDrrruW7defC+NKY3kxrtDJ1yzvMe7XGTctD7OeXxEIjch+mgQkIAEJSEACEpBA/xD49a9/3S+iV6wNwtJ1112X9E1uueWWcXXLTNuZh8JXyzQjCyIBCRQROOWUUwIiVdaOPfbYsOaaa2ZXly3jOszgkY899lh48sknw8KFpUEUKhjpbbDBBmGjjTYK++23X3jzzTfDxRdfnHsE29mvFvvd734XHnnkkR6HbLHFFmG33Xbrsb6dVvClCoaIqEmglQjENhnbaCuVzbJIQAISkEDfCfBhwze/+c3w/PPPV5XYiy++GE4//fTkHfFzn/tc8iFUVQc2YSfErbGjQjj9xuVlqRPycNbsZW+FRVT8KoPjggQkIAEJSEACEmgCAcawYvyt/rboVcXHWfxaxerlgYMBHydHoy9m0aJFcbHXaaN4KHz1itodJCCBgSbAV7t8qZs1boRFhuBF6L277747GdunaL/seo7j9+ijjybC1+jRo8Nrr72W6ynCw6gW4Yvy8pUx6WWtVV2as+WsZnno0KFl3l4ck/XGqSYd95FALQTSbYzj0su0SU0CEpCABDqTAKLXcccdl3jz11pDPkgiFOKJJ54YBnJsUkIb7jNxSBLmkLG+osVxv9h+6C4+yyKXWqeEkDz5mq4PtNLHEk6yyKPu1zOXB8auStuY0rddJx00LL0qESyfnVO+376ThoR9JnWdL9K4/J6SB9/srsPGrRXC1O2GhJ02G9Ij7zseWxF+PWt5aZy3rn3HlATRiRuEMG27oWFyaf8iO6XkNThvQXEZSPf828vLMHHDkLSpovoX5RXXp5ninZhnR1+2kjnhPadtX9yG5y9cEWbcXRJ7S2nd+fjK1ODFb98Sz31KXAfKKN8dj4XSucEbMwTqj3GOKB/X775bDgljRtZexnjeqXdeunltpSv3rr+X/2l5uOPx8nOQ11bTx6TPTVyfbrdxXXpKOe8s5cM5iu2Z7dQfDn1hkM7HeQlIQAIDRYC+wP/5n/8ZqOyTiAUzZswI06dPH9D30gigXh7/8A//ELbffvuYTDKlP/Tqq68O9957b9n6Sgv0BfeVh8JXJcJuk4AE2pLAzJkzw89//vOaviaoVNFtttkmV/jiy4eDDjqo0qFl2x5//PFc0WvVVVcNEydOLNu3nRfSX3W0cz0se+cQsE12zrm0JhKQgATSBAhviKcX07QhYk2ZMiXgUf+Od7wj8eDno6b77rsv/O///m9618D73Pnnnx8OO+ywsvX9vTBxw65xvw77WVeYw5g/HeEIG0wd9ytSqW2KaHH5PeXCAClM266r0z4vtZkloSp7DB38J2Ve/REC+KUNMWnyZisC5zK7DTGTdaR16eHDStMuoSQv5GUo7YvAcPk9y8KnpwzpIbrFPBHXsuIb6e4zKYSjL1ueCG9xX6ZdZQilEJuV000fk50vYpreL8tvWnkfWPeueDuef1upjecE5ohCMAxghghcSUDrTrSBM4hdcMwrXzxHeGiecVMIny4J1NWK1AhJx8woH+evu9hvnXvSpd5TS+Jn0fWP6JVlnddWu9MuzWT3Z1tsM+n9mKdtUf9sW477xXNUD4OYhlMJSEACrUDg+uuvz/3ovj/L9tJLLyUeZ7vsskt/ZpubV708Ntyw9HVNxuiTIbpWLcIXSfSVR/EnN5kCuigBCUigHQggLv30pz9tmOhFnRG+8jrO+UL46aefrhoLHSt5hug1kAOs55WpL+siK6bpH2mmlxs5z5cg8+fPb1r6jSyraZW3i2p5vPrqq+Gmm26qeI7z2lhcx1STgAQkIIHOIsCYXtnwhhtvvHH4zne+E4466qjAF6e8Z/HV6Uc/+tHwrW99Kxx++OE9wjL/6le/Srz9B5oOHc+/OnJY0nmeLQvjfh18zrL8zvfszi4POIGTry4WCigcYkE8n7miV6YG59++Ipx89UoPqszm3EXSxduskpEu5RgIQzwjb9p2rqiUKRTMjpmxvEdY0MxuDV08vVS2wy6ovnyI1HneVNlCke5Hf1QgemV2pt4wqibdzKF9XkT02u+MZYWiVzYDygqDbOjW7H4uS0ACEmg1AvTtPfzwwy1RrFtvvTV3uJf+LFyn8NDjqz9bjXlJQAJNJUC82EsuuSQsX178D96IESPCmDFjun90ujN+GD+EE1x5syEU11prrbDJJpskY4RlK3D//fcHOlh6M9IsEr4Q1ga7MZDnV7/61VwMnLNNN9007L333uGQQw4pc/n+61//Gj7/+c+HBx54IBkI9IknnuhOg5CSfNnNFyWEupswYULYfffdw+qrr969DzN8SZM3hhzjvW211VaJ8ElnGZ55aWPsuNdffz29KneewUnXXnvt3G29reTrlt/85jfh5ZdfDu9617vC3/3d34WxY8fmHkb7Z1/GkEMI5Av3PfbYI9B++8tgvsYaazQlu5NOOinccsst4Q9/+ENy/TYlExMtI8D5ZHy0ThLmyyroggQk0NYE+CDi2muvLasD72T/8R//UThmF+99f//3f588I7/yla90vzPynnbRRReFr33ta2XpVbvAx1DPPPNM4e68x1R6PiLeMXA475u8qzDu1/jSqwPiSdrwuDjv1uXhkV8ckXi5/fjHP/YenQbUIvOIBXkeNdniIRKcd+uykrdTucdYdr+4jEi176QVFcMexn1pK0UeOnGfOGU/hIoij6K4X6OnR19aWRwsyg8RiNB61XpWFaXT23rEqTMyY+/1dgzbu879snDaR8rDYsZjzyt5t9Wb7piRywo9/2L6jZxGcbbWNDlHO5XCW1YK0Vlrmu4vAQlIoJkEEJtaxejb+eMf/xh22223AStSp/BQ+BqwJmTGEpBAowngDUInSJ7harvnnnsWem/FY5YuXZqIDAgNaUOcevLJJ9OrknnErAMPPLDH+uwKBBmEtawx4OO73/3u7OpBtwybSt5zhCdizLZrrrkm8HV3HLPpP//zPxNxi46sdLhIRKlp06b1YI4AddpppyVfgEfInJu8MeQoD+eXjjB+P/vZz0LaZfszn/lMxU6umP5///d/hw984ANxseopx335y18uE+Wo99e//vXw2c9+tiwdBD5CNGXbKKLX97///bL6lh3YwIXI/LHHSgMgNNh46brssssSUfrUU09NvuRvcBYdmdw//dM/heeeey63buuss04ipuL5gCicttNPPz1ccMEFYd68eeGEE04Ihx56aLIZoReRGcGftkgH8/vf//6w2mqrpQ9PPkA4++yzy9axwHWKIIugzDXx3ve+t2wf0s2GKyvb4a2F97znPX0SdBms+KGHHkpEPbxACIVG2bLGPxyM/4MnMfcIOq6pL6J4f1m1zKstz6WXXpqcL7xgarFqyoFQj/Dem9H5nz73L774YtKmZs2alXzAsNlmm4Wdd945me8traLt3LMZ9+nTn/507uDQ1bYB0icsHu3+b3/7W9h2223Ddttt1+NDiKJy5K2HEfe0fffdt+ZxQnlecb9HYFl//fXDpEmTAh9XpK3e66jR5+Gpp55K7gXvfOc7w//5P/8nXcSGzd95553Jhx4xQcIbfuELXygUveJ+TCnXhz/84XDFFVd0r+aZzwdQ9VzjjOF64YUXdqeVnfn3f//3pO1k17PMYN88q3nX2XHHHRPhi/WfntI17hcdzwgk0fCM4f785ptv9vhYK+7jdGAJRNGLcZYYl4owlYyLlD6PsYRn3NQlerEv42Ah6BDekP3zjLB21YgJUfQi3anbd409hYcV4ejyy7E8HPr+oaUxqvJy7bmOsawIO4gViWxxO/tMKoXyTBvjUv16Vs86kj/lmLhB1/43lMIMRp7p4xFWGJMqhopMb2vEPOJlkTjFGG2MOca5mlGqR175WDdtu57ninTxiMozzj/tZWyJ7R2P56dbi/iZl0ct67pCaPY8grG8EEkJz4rhVYhwmm1XCIeXbjasZwKukYAEJNBiBOiP4j2slYz+lV133TX3/9Rml7OTeCh8Nbu1mL4EJNAvBPBMKPoigU6qj33sY1U9MIYPH550JtGhlLatt946XHXVVT06GBDaEEh68/qiIyrP6LAiz04yOpB7+xXVl07xG264oXsznUEIKQyCec455yTnmPHb8PzC6ADEfvSjHyUdWMzPnj07TJ06NRlPjU7K/fffP+nIIg06Cz/3uc8lHe98VZ02OkrpcMIQQOmc5Cub733ve0k+++yzT6CTLX6xTZt4+9vfnk6ie54OKY5HHFh33XWranvdB5dm7r777nDkkUcmnWF0tCMS4N1GpzWdZwhaH/nIR5JDEAoQJmiHlIeOPPj/8pe/TMI//eu//mtAKNh8883TWTR0Ps08T0DoS2aID1/60pe6rz1CmR588ME9OhDrbXN9KVurH0t7LxK+2Mb1c+WVVwY8BmhnGPsjKGO0s9jGuYdx3XGvTRv7IEbiQRGNjmPSzzPaKZ57Z511VtKWP/nJT3bv9m//9m+54yl27/DWDGPx7F7yiKjVeIHnWrnnnnvKDuXaQGhOe2YidFAeyps2OsQZTyhd3/T2Rs7XwryafBHG8XBBWKpF+Kq2HL///e+Ta7W3snDv/MUvfpHsBnfuaVlPbe7PP/zhD8sEst7SjdvxmjnxxBOTxQ9+8INlwlctbQDP2W984xs9xAy8IPFQ5r2iHqPt8zxab731qha+eBZyH+S+njWuBdLkQxqsnuuo0eeBZygCFNcRz86s8MXzEcG5r/anP/2pLAnG9KJ9V2s8SxjAnOcMhtcXnQx8KFWrvfDCC8khPG9Hjx7d4/Aib2125L2mqLOFTn3GgSJkHYIFHc2H7jIkHPvfPbJwRYsRQBw47WCEpC5xAMEjK2LGImfH+2I9wk5euLgiQSymlZ7mpXvoLl1jj+WlgzdhtV5fiD5xX8oZhbZ0/nF7el2cRxTJGqIXoT7TYtY+k4aVvB97skBMPK/kKXfSgeWCWjbNepfz2JMW3piM4xVt8juGla7JUjjAH/QMF5kn/BSle1RJRDxy75XpTt2+K908j6sbSoJhNeJnLGO901mzc4TJ0nk/95PlYhbjjyHaTfl2OQPaBEJ9tWJqveX0OAlIQAJ9JfDggw929zf0Na1GHU+fEv9T99bX2Kj80ul0Eo/O6m1NnyXnJSCBQUUg+9VvrDwdDf/4j/9Ys/AQj49TwiPSmZLXMcEXwpUeRnSk0PmTZ4Y5LKeCUERHetre9ra3JYIUXhd4fd12223dwlf01Ep3dOGhQec8YQHpXI0hCo844ohAhythDRFJs8IXIRDTeSNY4XVABxhefXztj/h2zDHHJMVDgCkyvK/o2KNDlzxrNcI00dGJ4EX4TrhgEyZMSDrdERrwaEPsuf3225POeUJCUq/YeX/88ccnncaIEISSpBOyWZZm3ug88D5Ke5HRQf5//+//TcI6dppo3Gh2Mb1vf/vbSedzXKZNEL8cAQevmGOPPTZpO3hLcD/D8ERF7CfMIR26n/jEJ5LQnnhr0ZHNizjtCqHs6KOPTjxPxo8fH7NIpnx0cO6553av40MBPK3o5OWeffLJJycdztGDEe8Vrrs8Q7CgHXAtcE+oxxCTEb14LiCOc1+n05trFVEPr0I6rPGiIIQqbBAnokhEfWFB+8NbBKG+WVYv86Ly4CkU711F++Str6UceBHysUGR0ea4/8ZzDE88CnlGEsqWDw/4J4uPH/AWmj59enLPzxMRivKgvMcdd1zR5uSDgmraAAmceeaZiejFdUG424022ihp85SR0Ku0Adp4tYa4gscyba5WY1wqRC/u83z0wPOLsK+IjQjJXMt4A2O1XkfNOA94Vhe99/CxBoI35e+r8dFF2moV07i/8VzFqy9aNs24vrdpHGeM6yw+h3s7hu0Iy3mCZvpYRIBzDxlW6kBe0S2ipLczzz1y4cKFZUJvdp+4jKjLPbzee2lMx2llAicdtFL0Yk/O44kHDgufvaBcHGAbgkda7EnWlYSQGX/CO6tcfEDwqdYQTbPpJu3pk0N7iBSkiedOJbGq2nx72w+vtax3EMeQd7a8rMdz7I7HeoZujOVttLAC4zwvLjy90qIXZcMQpDmHWQ+xxBOuVO60SIWAnTUEyrToFbeT7qdL3m890n0M0XClSBb3769pnpjFeaO9cS4QRZPfW6Jvf5XLfCQgAQnUSyDd31BvGs04jnJV6mtsRp6k2Uk8FL6a1UpMVwIS6FcCjOOUZwgXUfjI217LOjr08oQvOi1ix2heenxlTwdD1ggPVmsnTTaNVl2u1fsm7SWUnk/XD1YIX3RKEdYSYSd6lfDVNl56dADeddddyWGIVXyZH40ObMa8olOVkFzZfGKZ4/5xinBFyDg68P/rv/4r6eSPQlTcJz2lYxPBDdEKsSmbT3rfvHk6gWOHIIICna7R8N5CFENs4Et3xL3IAK8VOp6j0VlMmyX8Eh2NtZaDeNKEvqITL4a6i2nD+FOf+lQiEjCfZl5rPjHNvCmCBF4fWZs5c2YglB6eDdHi+cubxn0G6xRPkHToLubp7KUjH48YxAI8mwjlR4coxrY4thdiM6Hu6ORHtKLzHUPgjWPkETouK3zRdrP5IhbhLUUYT64TrimuL4Rn5ovsi1/8YvICTnvMhnYrOia9nmcE9wfKhIDNtYN9/OMfT7xCCbOHIIGogCiH6EX9f/WrX3UL4lyPPFO4n+NVhDDTLKuXebY8CMczZsxIznF2WzXLtZQDzyN+eYbo9aEPfShssMEGASEWQ3Dhfsc5iKIN6zkXPFMREuI5YX1vFkVxhN08q6UNcI7xhMTwHkP4xTjnP/nJT5LyIrDxTOrNeGZxrSA+IkzUY9ETGs8uni0Y92W4UR7Gd4wMa72OGn0e+BgDL+wiIxwg95xGGONqpa0eMZoPZ9LCVzbNdPqV5mmv3GtrEb0Qq37wgx8knv94p/OxQSWLnkPpfSg77yfxXYB3y4MOOigR9+O7CvcuROejjjoq8W5FvOXDITzY8cbjOdDIZ3e6fIN1Hu+XPAFn0ob5RCa9FdYvu3Vy6fuKy8udlLO7FC4XlYEDKBvbs15aiFF5okZhJnVuyBN/SIowf0XGtmx5EahmPVcuLBUdX8t6hLk8q1S+aSVR7IycR8LMUsjKKHyRLnyzlid6xX32LXkOPvtqOZdGC30xr+wU8SprMN/vjKWJGLnvll0hNOM+tClNAhKQQLsR4P+RbJSPVqkDHwP2t3UaD4Wv/m5B5icBCTScAN49eOPkWSOFJcYkISwYnjhpw4uBDodsp2/cB2Esz0gvLWrk7eO6lQQI9YfxpTsd0nhrxI4aOm/il8t0mOKVwvgpaaOd4G2CxY7D9PZK8//8z/+cdCzRGYroVHSu6SwnHBXCACESY/kqpZ3dRvp0juKVwvhDaUPMQohD9KLjis576kkHLJ3FrI/H4CEXw3/WE5Zt8uTJSccvQl5W+GIdohhhFfG6KmKeLnut87xw0VkXvfqyx3/3u99NOusG4guobFnadTk9viCdtqecckpAVMQQifB2JDRoDCdGO4qiF/twzREikU53xORqjfsebRZRg2sKTyvGYioywsIxvh9iLGOS1WNRnKVdR9GLdOikxisYsSCKLFyDGJ3oaS9QOrW5t3Bd4RVWqyH0Ifog8iGcZe//iCqIMwjcCEVYLczp1Kbs3K/o+MboxEcQQvinzAiYtVgjzj3XcAzdSid/FAYIKYdlQwYyXiM/7mmRQzVlRgxHtKQTH68u7sdpq6UN8KxAKOAcZT9sQQTDw4p7LEx780gj7N8rr7ySPLN4bnGtcH+r1hCJOK885/h4I23cgxG+eA/hPEehI71PnC+6jhp5Hmhv3Ld5RuNFGcXDWAamvXk3pfftbZ77UfoZUc91mR1XsB5PYsrAOUBE417KV7Lc28aNG5d4BsYwlNn64FUIM56x2bESs/sWLX/ta19L2ikhFql/HFuNsWq5f2O0IbYh4uJ5SDkR3XiOM34pZfiXf/mXoixc3w8E1sgRGPqabRx/qSidPCGJfectKPYsLEqr1vV5IfQmbtAlyBWlxXhep1zTc+szJY+4yaGxgkte+ch5p82G9izAW2sQExGkssJWOq30fDqhIuGTfTiPp31k5Udw6eOaPT+tFMIQb7NsnRBIj5mxvPTjnHWVkTHZdioJX1Hka3bZTF8CEpBAowjwzhY//ixKk/8H0uO9F+1X63qGHmB4jSLjfa6/rRE8YoSPbNmJTMH7cZE1g4fCVxFt10tAAm1DgE6GIovj0xRtr2V99NDK64hD3MoTQ+jciqHDsnlVCgmV3bedltMeN5Q7vRzni+pDx126A50OGsa7uv766xMvL47jq2g6//jtsMMOSQcT45PEMawIwxaNTh2+yOdLezq1+ZIH7kUhJouEqvRX5HQqFYkteCDRmUQnbzaUYixTb1M6UzE8bvI64FhPZzQvQZSXstDRS2cibPBIwfAaQ6Rl+X3ve1/NIhyhvei0hD/Cchz3jjQRITA8dShDmnmyoQF/6HjGO4SQdEWGAEEnPxbbVpxm1yU7+aeMAMJCNO5fdODHDlo62flx30N8wcsqO+4NIkr0lECUqsV4GeYaRgDKu6fGtPCWYTwlOrjxaOH81mPxusrzSCLEHsJXFMapJ53J1A0hKt6r8d6N3pi1iueUGZEQTzfucXjI4S0XjXV4snIPZL8JEybUzJx/FLg/pcuGmMkP415Yq3DYiHOPSM2HC9wvojDPP1S0Ae4r73rXuyKG7iltD0MkrMaoO95t3B+p7wEHHNDjsFraQAx3lxU/SZT7MgIWYgECBx+xVDLu0Qhy0fjHOX3txfVFU7zWqRMevVlhKwqTtJnstnR6RddRo88D7ZvnLtcsjLJGfnjyVipr9phKywjTaTEXr/zYxiodl96W9eRPe6mm96s0j7DE+x5pRbEp7k96hHPdaaed4qpkiqcdz1feR2ivfGxQj9EuCL1J28d4X8KrlfsJbS37vsIYjnFfnuWMmXjttdcmz/G4vp5yeEzrEUCQqGRjC8LQPfdqCON7ObZSuvVuGzOq8vM9z4OOvPJCJtZbhnhcVuiJ63vztKIOhCRNW7p8eEvlWW8iZd4x/bEOj6+j9hkaTr6653hsMX/qRzhOvPjOKK2EEaJqUdjKeJxTCUhAAq1CgHf6Ssb/x7W+X1ZKL72N9/xKwlf6PTd9XDPnm8mDvoVKH3s1g4fCVzNbi2lLQAL9QiD7tW7MlJtmOtRdXN+XKR2geZ20iFvZr8LJh05IOnqyRqdeWkzJbh+sy3RMpr1Qshz4up0QhtUa6aXD4XFcpfFfitKND2jaGl/u5xkiDOOt0JnLGED1WuyES3uapNPCEwxLlwNPD0KyIRRGL694DN4J9YgFiGWMYUOHNZ4CcRwmQp/RSY8olfU+iHk2YorHR6VwWY3IY7CkgRibFpTpBEfAufjiixMEeArw5RVh1DjXCLd0pOOdkzXSoYOWexuiFV41eEHVE34wdshWCi2BByXemnhDVfo6LFvO7DLiN5aXRvx6j5d8hCc6fxGR6Qwm9GH0EOOfEoRflqlzrRY95ODH9ZoWvlgmbzrB8cbgF61a5nvttVciiHPdNsrSQmG15UjnjZcVHkkIWNynonEfKwrrRli/6J3Fxw29Gf8Q0mYRHr7//e8ngm3eMbW0gdhOeIYQOjEthrAc/yFEHO1N+MorSy3reBZEgZ/j4vXHGFp88IBXGuF+K1nRddTI80AIQ7w/uXd8qhQKFw/5rMGT8xQ/pMhur3WZD15iiD+ORQCFRbXPPD7qiCJnzDtPiI3biqbpD7B4t+P5yXlh/EtEMUIUf+Mb30g8GUmDe95PS+OE8i5YT0jkdDlgnRasEKsvvfTSpN3izRfvsxwDm/S+vE/xTOc5j4ia3pbOw/n2JNCbSNOeteqfUs8veb3VY4iNaaGrnjRa7ZhPT2GsuhBOL3l+VVM3REPGR7vz8WXJ2IStKuq1GmfLIwEJDByB3kKRV/teWU8Nmpl2PeXhmE7jofBVb0vwOAlIoOUJIHw12ujc5WtvQhelDRGCDuDYWRa3FYU5JFxdo754jnm1ypROLTpw+VHHOB+neeXkmGjZDnQ8PegEpgOWThvSiRaPK0qbDmBCUnEe+OKezno8megcjWO2pNNKpx3XM2V9fAHg6+q8/c44g+8cQyJ64TmTt0+yQy9/CK+FESoqLw3ELYz2zXYEDLyiCLUEJ8brYBsCBoIsYdM4Jt1xmiRQxR9442VDB/VnPvOZ5IgrrrgimbINyytjsqGf/1CO9C/dDmM76ecitUx2eF/wyzO8MmrxpOIaOvbYY8uSQnSoxwi/hxEiLM/wiuLHNff5z38+b5eq10XRIwrH6QOjdxHthw8VEBq4bvCQ4rqiDGmj7df7TwrXJ8IFoiFePDHcYfSizPNwrJb5CSeckC5mw+erLUc6Y7ywuP7wguE8VjJCjJx22mnd4fH222+/RESpdAzbaNsICeRRSSirpQ3wAQb3ccLD4VEcx3OjfeANGC0KYHG5P6Z44kbPQ/LDYzF6+ublX+t1VM95QDjhWcu1g8hTdH3ED4HSQlFematdhwjNOJbRECIRThF/ejPaJaEG088Hvujlo4tajfcUxkBEOCLEY7yuCaOKNxbepAjAsIl8mRIWsugjl2rLkCfC8x6FoIXolrY8UZyQ4Jy/Rp2TdH7ODyyB3kSKeRnPpIEtbSlEYC9i0/yu1+N+KWaXd9nK/02qzTSPOV5T0dLzcR1TwjWOL4VKbFWbWgp5iBcXXl03PIiolT9WWbr8sDj4R8vC7ceVvKRLwpkmAQlIoFUJZPv2WrWc/VWuTuOh8NVfLcd8JCCBphGIHQzZDIo6XrL78Q9/nmcJg9Fnv/zFg4wOMcZXyhriSlr4ojOlKMxhUai9bJrtugz7Sr9sveK54uttvpCu1WJe2ePoUEqH9qLDnk7DSy65JOmcSu9flAb78GV9HNsN75BY3ng8557ON9oHwlp2e9yvmmkUA/DSyUsndrTiPcL2GTNmJJ3ze++9d9JBG/PAu4KOcMa9yRP64n6Vpni7nHrqqYn3BaEV8XogZCQWwxxWOr4/t8Gi6Nef5WjFvPBCjGPgxfKxTCcoY2vhvVet0UnKODHcA/EQQHBgfBraCW2/Fovj8RQJIrRd7IgjjqgYEqGaPKNgjKCctfQYQYjGeBvReU3H9Kabbpp4mbIeryzqTWc127g+ajWuU4Q2PpbAg4zwZ3Q445lBHnkerY1kXmt50/vXWg7qRB25p1Uaw408EAPxiMEjCKMtIRj0Zng8IczjddWbAFtLG0D0wnOXMhGqkbB0iMSEpuPcR4ueeeQdx8eL2xDi8FJutPFMw6OI6w8PJ9orHooItXntu5brqJ7zAFe8lpjiJRqfYXn1LvLQz9u3mnWITeRHeMVojFmF11WeyBP34f0MQTP7LkeY0HoiBRANIIZEjXkw5Xwwhh33zCdLoVJ5j+DjEe6beGKxPY6xRthMDI9C1uFpnn0HTXZI/eHjorxwMYRaRvjCWzZteff66H0XRcn0/gM1f/mfegoOEzfsGkeo0WWqND7UrOd7lqPR+Tczvd7KXzTe1MSNmi/A5IVhfHZuZRozC84HbaPRViRQwazIgwlhjpB/WUuHaKwnvCShE2d1DT1alnRfxtKqR0QcUwqNOXU7fl3FoK6zZocws8QEIYxf1shnxp+Wh0N3KR4bLXuMyxKQgAT6mwAfMGkrCXQaD4WvlefWOQlIoE0JpDuh0lWo9ksFOkDSX/zGNPLWsY3OjWxnCesRP9LjivB1PB0YWUM8mDBhQnZ1xyynxQcqlV5mPs/TjfVx37ztycacP9nj4P3v//7vyZ7f+973enRg4eWF8EWHIR5cdG5GKyob2+kgw+gEj2OJJSve+sNX49hBBx1UFhLrrc01TWInFB3AlCnWMSYSv8pGZIVV/NodT5EsO+pLpyedbNn6xvQqTclj1113TTqlEbwYBwrGfGVPJzjWG/NK6Vfaxhg40YuuaD/KFj3ZuF4jr8gsu1yUTqev55rIE1TqqTceU4TWiob3ywUXXJB05tYqfHHPxGKbj2ky5R5L2E46ofGS6qsh9NHpnu0IJt14nyYv7gmIKTxX8DJl/JtoeIEhhLCOa74e4Qtxi+cE9xSENIQvri3a77777psbpq+RzGNd6pnWWg7GTcPwein6B4rOdtonYSUxPixB8MKLqTcjxGH0ZGScQzr6o0WBhXs94ezwiqmlDZAOYh0iJcJXfObTPliPFxUftsT74HPPPZeM9xXzZ0q+zTBCCfLDeM/gucM9HgEsHT6T7dVeR305Dzxj+IAIoYnzfEtJxMSiEMhHE6xDOFx77bWTbY36g3D08Y9/PBnfLabJs+4rX/lKIjrinZkVAzkvXL/xnMbjONe01UZb9CjlnRSRPX68wjnD2zZreK2xnrZF26tkeKkiomc/bEBkw/joIW1R/E2vi/fEPAEtvV9/zh89Y1mP7OhwP+0jw3qsf6ZgWI5qvWdmPd8jye4VRcJQ9w4tPhO9coq8bfKECgSfov0bWd1EPCqFw0sbIsmdj60IRYLO5SUBJc8mbdh4oW6nzfLTvKHk8VQkfP16Zn75Jr9jZaknb7ZyPj13w6ziev+65GF19IzytCeWvlf61ZEru/K6xkcr54nHFWEH885nUVnTZeptHkEPARNPMOz825fnjgWW5wXXW9pul4AEJNCfBHr76IkPl2JfQ6PL1VufZezXaHS+ldLrNB4rn5aVau02CUhAAi1MoKhDjZBxzXhAEQaHPNNeAuCh84GxIuJ4MXgJ5RlhDgfiAZZXlmasS4sNRfPZfNM80vPZ/YqWYz50MF122WVJp/W0adOSjuv0MTFcIeGM+KXzimmk92eezk3SxOgUSx/DOjrICa2E1TueVnLwW3/4kp/OcTrj77nnnrLQXXSU0a4QuHYvdcpTFkJvYo888kiPstH+sbz6Jhuq+MPX6nRaEootChR0NEYOvTGvIovcXbjOuJ5uv/323O10QNPpHcvBtNIvNxFX9kqADnG8uTBC82VfhLnOEL7uvffeJCxcWkyulDid4YyJhyFgZu3cc89NVhGyLHYcZ/epZZkOYEQCBGWunbTFcGCxfcdx8hAUskZ9Eb4IbYvHWrX1TafDfQThi3CHCIfRizKGOWwW83QZqpnvSzkYq/Dmm29OsikSCEkfFpwTxgBDrECoyAr4RWWFfxS4ECTzLHqNcc5qaQMxLc43PzyKyAtPGu6reJhx7qOXN9dGdvBpPhRohF1++eWJ5xxiV1bApjyIhDfddFMS/jArfFVzHfX1PERvK8SvPM8+vJdYz7tPbx8z1MOL+wd5pL3FEYTwrOLamjBhQhIGmPNHu+S5Ep+N6fw4l4SQxCszK5al98ubp+0SspUxRbPhmvESxPBs5VnM4Oh5IVcZq4yQzIRLJHRlkSdsNn/ua1nhiw9HsKyHF/vG+1xMhzCMWCUPubhvf03pUM96zvy6JAzkdeIXiSHjMhpr2usmXY/L78EbhQ78cqHj9JuqG88onVarzSMknf7rZeGkg3oKhkX122diOYdm1WlaKXTeKdeUiznkRbku3axneWkPjBuVNQSg7LnL7lPP8sQNhiSCEW0ubYg707bv2V7Yh7Ln2U6bDe1eTVknv2NID++oonbIgXnpjlu7/DzledBx7NGXdY2zxXw0WOalGbenpwef0yVCR/GKcJRH7j0014OLscBOvjqfQTpN5yUgAQm0GoHe3rn4cIhhJLLvVY2oR3wPK0or752xaN9GrW8Ej0mTJuVGJeADNN5Hi6wZPBS+imi7XgISaBsCReMj0PGBeFC0vd4KInpxI6ejN2t8qRuFr4cffji7OVnOC4eTu2ObrqwkPsRtlarGPrVaTJfOKsJI0tHEeBp0FEZhiK+sY+co48BkQ2TGNGLedJJdeeWV4Zhjjkm8pegs+uIXv9gttMT9EKfYl6/Zp0yZ0mN73K/aKS83dPYTvuvLX/5y+M1vfpOUlfYcy08+MZwUnYl83U34RsIb0oGM8WXSWWedlczT5rL1TTZU8YfOf0J+IVLQIY3wkRYAs8z32GOPKlLtfRfOB52k1DUrMnP0cccdl3RCx5Ti+Suaxv2c1kaA9oQHFF+j4VXD+UhbFJNpF1lRLL1fep62iUcmUzqC99prr/TmJC/aPYbo0AijsxnvH9pxtnOeEHFY9KKJ94wYeiydP9chRrmrrW/6eOYJz0aYM4Rs7jGI2fwjFcdpagbzbBmqWe5LORBiEBfwDkWcyTNEKUQv6o64U+s/k3ioEAYzz37+858nnjV4ISIKIH7U0gYQR/C6gQHjMsX7LXkhWNLu8SLjfoO95z3vSabN+ENZ4MMYZVnhi/ziuJDZf4y5Zqu5jvp6Hrjn5/2DzMcYfBRC2EFCMfIM5RzzLOLab6QRVpJnfDa8NB0VvJfx6834R5sfz3SeL7WIX3iy8c7H9Ux4wngs3lTRK5trAeP9I28sOjwWEb4Q4AglXK399Kc/Td5J4/2I9x9YsBzvKTEt3hN4R+LjGox7YvxIK2+ssHhcf0/xIDn/tnKRAxFnvzOWhtOmDQsbvSVqsU+eGIKwkCeG5AkOSbo/WBYQfHZ6x9Awr9Sxj8iW5w3V3xwakd/5tyMYLgufLoWawzOK0I5wO/+2fIEieu/UmjeeYnl2+o3LE48gto8d1SUmsR/LeecD7oddUBLrDhzafQ7vKHmBHZPjBUg6n37/SlGJ5UYaaZ9RKn/aaC+IQZcePqy7fIQiPPrSfKEUT8WsxxXCWbZ9xXSP3GtoSVjrqhMhBBEHo+iULkf2PBV5vTEm15RvLw2IUvCf+fzyQCjRrKCXTjs7ny3rGSWBb9/SNZq9xs4raFPNCEWZLaPLEpCABPpCgPd9PmiLYfjz0qLvL6//L2/fRq5L/w/SyHQrpdUIHrzP5kUTQPQihHy9Vg8Pha96aXucBCTQMgToTKGTIS/kIWHhGi18UXE6DvIefHT00AnEF9TRiyANis6hRn0Fnk63leaj8ECZ4nx2mi1v7DyMx2S397Yc02c/vIAQaxCOdtttt2QsFMJQ8TU4HYEIl9/85je7Oyxj2nSQxg5vOuVi+B+2c97oSM12LLItfmU+efLk7uNZ3xfj63HSpY3RSU7nFV9ws0wHGyHEIrPjjz8+GduFOtKxRhg1yk7nLF6IiFV47MT9ay0XLywIHhdffHHSWYnohciXtjTzevNJpxfn6UBEzPvOd74TVyVTvqinwzudF/PZHzvHdWUJuFA1ATqp8W6h7XEN0M6jiMqHBYwfhyGu9uapg2iEVwPtmw5eDDE569HFuEX848H62Fmc7NyHP4y1REg2hC+ELrw6MMKdxZfv/fbbL1mHt2EUpaZPn9790s594bzzzkv2oQ32Vt9kx4I/lIfxkLh+McI5xvTqZU64QM4J54I61GoI6HhYco9EcKy3HOQbww5mRc1YJtrCLW+FxOP+VI3ohfiDkME9kZCI3JsQ5fOMc0rnP164UZSqpQ1wj4uevIz3xjWA0S7/8z//M5lHzGmGZesZxwQlNCg/PnbAEBa5zxN2EUPYS1s111Gt5yHbRsiPc5x3nvEShiHhgdPnifNAHRtptFnG0cKzjxCieR5deflxj+Ef8/TXpXiPffvb365J/OKdA8GJ+yRjAHL9cT2zDu9WOhBqDQWbV968dXif4mlGG+U9ON5beW5n7610NnAuaEMIptG7FUE16wmWl1d/raNT/fzbeuaGAHDwj3oXTRFN8owQetlOfPZDdEBAu/ye8rTpsGcMo3a3vLrl1QmvoX0n5bPL2z+9rkh4QSQ546auPX90yNCy9E/7yNCSmLmshwiDWPPrmcu6hZWs91/Ml/LiOdYsO6okQuFRmBWeWJ7y7erKd1TJOyprU0tlnlESn7JtkXSPKYU05IdYViRO5dW7S+xljLFsbl3rTvmfcgEveojl7Z9OoUiko/6IbzEdrpNsfUiH7fW2qXQ5nJeABCTQbAJ8JBc95pudVy3pU66BsE7iofA1EC3IPCUggYYSQKxgLIS8BxWdRPV0APZWQDrd+Jo2ejvE/fl6HXGFkD95Fjuw8rZ1yrooNFSaZusaO3w5lxxXrcUO+PRxCI98AX3kkUcmndrpcTzorD7ttNO6OzHJJ+adDVOFRwciJZ2bdH4TfijPYgcvHfS1lD0vrbgOj8Jf/OIXSUcZX/nzw3gBwYsr7UFB+yak07HHHpt87f6jH/0oJpOUmc71bIdo9w5VzvD1OcIXlhfOMc28UQxi0b70pS8l9SNEFcb5+uEPf9j9RX3cr1J7a3SZYp6DZUpHKef9+uuvTzxO8AxA2EckQQziw4MTTjihB44//vGPiQgTN+AZyf0xGqH9Dj300LjYPY3hLRE44jXevbHOGZ4RdDwTYhDRFDGZ8RbxTELMoByIehhiKwIZH04gkPGj7HhuIKbQBqNgVWdxkvGHaMeRRwxzGNOrhzledHRscy+o57lHnQm9SCd99LSrpxyIU3jNYEXCJc/I+fPnJ/vAu8gQneL2b33rWwl/xgTjGVyr1dIGYMC9HwHtU5/6VNL+EdoQbPjAhfEeKVszLFtPQvlFbzVCz+65557JV6lcJ3HMR4QLrpe0VXMd1Xoe8tpIOs9q5jmfcUy3avavdh/uFYcddljy8dFFF12UPA+LBDCe7x/4wAcS72XCG6aFL/KrVfziIw28xBhDFHGfXzSEV+qc/WAkbs9Oq73n8VyL1+qll17a7VnG/Yl2khdilPsMgiTiIEYaiJaf/OQns8UY0GU68REM8Baq1RArisZgOrTk9ZInZOTlQYf9oVOGlcZWKhfD8vZt1XV4eTGWU2/iBuVHaMGLqV6rJLzENO98HBEkLnWFKDzpoKGlcHz557lI8CIFzk9fyruyFJXnyAMPrzyGlcoHz3MPWekVls0F0a8oXfYtEr0qnaeTDizdA0vectUYguEdJe+6SnUgnSKRjm0IlL0Z55cyaxKQgARanUBRf+JAl5tyDYR1Eg+Fr4FoQeYpAQk0nABhY/KELzov6DQqEi3qLQhCC1/X8jVv2vjaFpGiKKyOwleXV06aGfOMGcWvVuP85hmdO3Rach44H4iUfHW+2Wab9ehI52vsvljsQOpLGnnH0qYJtUb4JEIRMfYX5c8zQrTRyYnIh0BExzPjddD5HcMf5R1X7brdd9+9x/g12WMj80aLTJQf8e4f/uEfkq/4ESjyOtPJt9IvW97BsBxFXe5X1Vo8Jr0/4Q0RafDsoz2mw7giQJx88sllQkS6DeD9Go31hCegbSKmEtIzz+66665kdaPDwhIqFKEJUTl6ahLyC88IOq2j8aKPZxeh7niuXHjhhXFT4hWBh1L0uuneUOMMoQ4RM3iGME2L2SRVK3OOyTt3rI9WbTtIn796yoGnEfcg2BYJcOwTLd1G4ro4jWH8WO6tfvGY9DRb52rbAGlw/gmzijhK+4/Gc5wPEOq9t/YmbOTVE29FPCXxVoweipSH+nFPxOMna9VcR/WcB/JJt5FsvtnlbH3x7iN8arOMZ/3XSgIu3o+8IxAqEsEaVojdiFTpZyPCNkJt9n2C5Vo8v3hGn3nmmYn4zIcBiFJ8PEOe1Rjjs2XHaKt0HOJeNDy9ed9B6KP+MZRh3B6nPEcZR499EfwRcLPjg8V9B3pKyDesFvELTy/EniIjvF4lISMeF0WVOx+La9pzGsUXBJYiIYWaRTElG7qu1loj9FTKa1YpdF/WEFbGjBwSTr4mX1zK7s8yIhvCUV/Lm5d2dh15VNNm0sfRfmBRJMCyb1/SLao39EXTagAAQABJREFUHljVCMaIXozTdUepXVRj1IUxwYrCY+alQZs67eChpRCixddj3nGuk4AEJDBQBHg35MOs+FHiQJUjnS/vzIxRPBDWSTyGlF6Qe76BDARV85SABDqaQAxpVI/nCZ2t/IOeNb76jmEMCdfz3e9+N7z00kvZ3ZJQL3SyFg3cTQdA2ksmJsCXw5W+KqfzNw4cH49hSkchnUl4CKSNDl++xO9UiyF1GGODDia8QOI0PZ/tBOtUHrFetC06TqsxwjWlO7OqOabafej4w3Ot2sc+QiSCQKsY1+PNN9+chJLK+3IezyOEZ15WmabnWRfHL0mHsGyVuuWVg7FXMETHVjFECMRYvIro9J9Q8kDk127XNN6d8KXzfscddywUMLhWuM8jniOAIDzzHCnqVG7Geepv5nh2XnbZZT2Eif4uRxFLvPIQI/p6XVTbBigHbZ4f7yG0gRj2sKiMjVhfVE9EHD5uQCxkPFHKU62w0ohykUZRG6k3/b68H9abZ/Y4nhe0q6z4xX4IWryHtrPxPKf94g2fF7K5leuGRwriV95YXpSbDvappTGTDi0JXkWCQLZ+MU08VtKCEGlF8YC0GAsp6/GFqHH7ceUfkyD2ZMO8Ic7keSSRN2HisnbbccPC+FKeWTv6smU96p6XNmlmvXcQDxFCWI9XVbaM9bDLli+7HNnmna88dvH4eBxlzPOuYj/qzbnua3jDPKaVyhbLePk9y8N5t64Is57P7z6D56GlccE+vQvjevU8lzGd7LTR6RalR5s+tFS2KA7ntdvYZrJlZJnrhXG8su0ovW+9DNJpOC8BCUhgoAhcffXVue+CA1UeQmnzHjpQ1hcen/3sZ5P/VbJlJyJM+iO+7PZKy/XyKH9rq5SD2yQgAQm0MAG+kMbD52c/+1mPUtLRjfjAV7CM5YBYxjhJhLqhM5PwhPUYHaCEPsoKXDG8UDbNweDtFetMh3LRL+9r9nhcJ04RPGl71RgCYbP4IKoVeYzllY1rpFllycuvt3WM84VYUdTJi/hd1OZ6S9vt1RHgnkm4UH4DaXhy8BFBtSIu49Ltu+++3UXGE6Ma4YT2RJiyOEZUdwJvzfS1HNn08pb7kznizumnn54rePdnOfI4sO6UU05JxktqhCdgtW2AfLlv1nLv5Ji+WKV6InbxGyir1EYGqkyNyJdnL16feeJXnhjWiDxNozoCdNaf9pFhpV/XGEKMx8UP7y3EikpeNUU5xDTZjhcS4hcd9uPWZrpSsEBkmbp9790leQJXpbyf+k7vacbjY93jcj1T6ksZEZcQlZ59FW4961tP2tljItuTDioJRKnx0ThXbCuyeBzbOSeUk/OMca4nlwIepM9N15b6/tbLFO+0qaWIsmmOsXwJzwr1q1TSRqcb05u/cOU5yONfS7ul/IjC+0zqCoeJ+BWvxUYwqMTHbRKQgAT6iwCe93zATr/CQBsfKvU1wkhf69ApPKp/6+orMY+XgAQk0GQCeHQwNtLMmTN75EQHKeNy8GuUIQqQZxxYvrd0G9FZ11serbA9T3ygXOn1rVDO/ioDne78BtrwkkI8alfDzX+//fYrLH5sX+wQ59PTwgPd0HYE8CTNhgasVIk8D8FK+1e7rVXKUW15e9uPZxlh4L7whS/0tuuAbMfjE2Gu3TxWaoXVyvVs9TZSK+v0/pXEr/R+zg8cATx+Gm31CGeNLkN/pYe4hAAS3tH8HBGpJteZD+cEIalVrVkcG51uX85Bb+ybcS32lqfbJSABCTSbAB/+Eg2k2v69ZpaHUNwDHVWlU3gofDWzpZq2BCTQ7wQYzJuxOF555ZV+yRsvrmoejHyhjefPYLC02JA3PxgYWMf+J5DX1tLr+r9E5tgsAnjrHH/88c1Kvup0W6UcVRe4lx3/+Z//OfBrVYsh8Vq1fI0qVyvXs9XbSF/PQZ74tc8++/Q12QE//sQTT0zC/3LP0iQgAQlIQAISkIAE8gkQFeShhx5KxorN36P5axlveqAjrMRa1ssDzzmGB6A/JhrDT8C2VusrD4WvWom7vwQk0NIE+Kf+i1/8YjI+SX+EpyH8Ed4E8+fPr8jFMIfloQ8rwnKjBOogkBa58ubrSNJDJCABCUhgkBGI4hdj3RHOupXGuqz3VODJqUlAAhKQgAQkIAEJVCaAWDN16tTwk5/8JDCGeH/bGmusET784Q/3d7aF+dXLg7G8+PXVGsFD4auvZ8HjJSCBliNARwUDee+6666BL6fvv//+qseCocMcz6yNN944EFqtN2N/Yu/eeuutFXcdDMIXrti8HDBIPONJwSZaVoiI651KoFEE0m0sphnX0SaxgQ4XEMvlVAISkIAEWpcA4hfvkZoEJCABCUhAAhKQwOAiMG7cuHDQQQclH9NXO6Z0IwghMv3TP/1TGD16dCOSa1ga7c5D4athTcGEJCCBZhE47LDDcgeYRP2vZOPHjw+f+MQnwrRp08Krr76a/ObMmdM9T6c4HmKkw/Ttb3974KY+cmRphOsabMqUKcnxRYeMGjUqrLPOOkWbO2Y97J566qnw6KOPhij0ReEhO+2YSluRliGQbWMsY0xpkxhtVJOABCQgAQlIQAISkIAEJCABCUhAAnkE+Lh98eLF4brrrqv6I/q8dKpdh+j1sY99LGywwQbVHtKv+7UzD4Wvfm0qZiYBCdRDAO+rvhhCFmNs8WuG4Rm21157NSPptkqTATh//OMfhyuuuCJsu+22ieBQSYxoq8pZ2JYmwJdYeW0trqNNYrRRTQISkIAEJCABCUhAAhKQgAQkIAEJFBHYYYcdAh+xX3XVVUlUo6L9+rqeD/Hx9GpV0SvWr115KHzFM+hUAhKQgAT6RGD69OlJLOQZM2YkcZF5MEbhIW/ap8w8WAIZAnltjHUMrEqbJMwhbVSTgAQkIAEJSEACnUTgpAOHhvkLyms0sTnf+5Vn4pIEJCABCUiggwlsueWWyVAo9Ce89NJLDa/pFltskYzp1YzwhjPuWR5OuXp5GDMqhCP3HhqmbTe0z+VvRx4KX30+7SYgAQlIQAIQYPD0L3zhC+H0008Pn/vc5xIRrMjzKxJDmNAkUC+BGHO7SPR68MEHk7a4dOnScNRRRyVttN68PE4CEpCABCQgAQm0IoF9Jvk+3YrnxTJJQAISkED7E1hvvfWSD2jvuOOOcOutt4ZFixb1uVJjx45NotEgJDXDEL2OuWx5kvT8haF7vhHiV7vxGFLqNFrRDMimKQEJSCBN4JZbbkkWt99++/Rq5zuMwJIlS8L+++8f7rzzzjBixIjEZZvwcnh/MeYaA8YPHdr3L006DJvVaQCB5cuXJyEInnnmmXD33XeHG2+8MVx88cVJbO7Jkycn8blpf+1if/7zn5OxDXfeeefkWmqXcltOCUhAAtUSYOyEP/zhD8l7wfve975qD3M/CUhAAhKQgAQkIAEJ9DuBBQsWhD/+8Y+B/9XnzZtXc/6EM6RvjDGziEjTDEuLXtn0v/eRxnh+xXTbgYfCVzxbTiUggaYSUPhqKt6WSnzhwoXh61//ejjzzDOTjvuWKpyFGVQEEFmPOOKI8NWvfjUw1l872SOPPJK8TG+yySZh0003baeiW1YJSEACVRF44oknwlNPPRX46pVQL5oEJCABCUhAAhKQgARanQA+RHxw+9hjjyXvsi+//HJ4/fXXy4pNVBrecfGQmjBhQvKuu+6665bt0+iFSqJXzKvR4hfptioPyqbwBQVNAhJoOgGFr6YjbrkMZs6cGa655ppw7733Jr/nn3++5cpogTqPAF9REWKT34EHHhgmTZrUlpXkxfnhhx9Oxsl729veFjbaaKOw5pprtmVdLLQEJCCBNIG5c+eG2bNnJ2Ml8I/yu9/97rD66qund3FeAhKQgAQkIAEJSEACEqiSQDWiV0yqGeJXTLvVpgpfrXZGLI8EOpSAwleHnlirJQEJNI3ACy+8EJ599tmmpW/CEpCABAaawLhx48L6668/0MUwfwlIQAISkIAEJCABCbQlgVpEr1jBwSJ+DY8VdioBCUigmQSIX7ts2bJkDJ52GmenmUxMWwISkEAlAnQGr7baauHFF18Mb7zxRjJeWaX93SYBCUigHQgwBij3NkK/rLHGGu1QZMsoAQlIQAISkIAEJCCBliNQj+hFJY65bHlSl2nbDW25OjWyQApfjaRpWhKQQCGBMWPGhDlz5iRhbTbccMPC/dwgAQlIQAIrCdApbMfwSh7OSUACEpCABCQgAQlIQAISkIAEBjuBItHrtI8MDUe/JWxFRnnrBoP41dmyXjy7TiUggQEnsMkmmyRlYJynxx9/PLz22msDXiYLIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUigXQhUEr2m5nhxsQ7xK2uIX6TViUa/s2N8deKZtU4SaFECTz31VHjiiSdatHQWSwISkIAEJCABCUhAAhKQgAQkIAEJSEACEpBAaxL47ZNrhzPv3rhH4Y7Y4emwx4RXk/X/OGObsu1XTLsvWa7m2LID23zBUIdtfgItvgTaiQBeX4Q8nD17duLxtXDhwnYqvmWVgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJNDvBPoqXEVhLCucxeW4vd8r1oQMR44cqcdXE7iapAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhLoM4FL7lwcjrjwzR7pnPWJ0eGjk0eUrV/n83PLll85a82y5aK0ziyl9bFMWmUHttlCz+CObVYBiysBCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEOo1AkVCVJ3pVU3fELUSurCGskVenmMJXp5xJ6yEBCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkEBHELju/iVVe3rVUuFK4tftjyytJamW3Vfhq2VPjQWTgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhgMBI4+7eLelS7Xk+vbEJF4tfZN/fMM3tsOywrfLXDWbKMEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJDBoCU945vKyujRK9YqJ54tfY0UPi5raelpNr66pYeAlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCTQ/gSm77FqeOaV5WHemyvC9D1XDVO2aLycg/iF2IWn1y4loe3w3Vdtf3ClGgxZUbKOqImVkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAKDlMA6n59bVvNXzlqzbHmwLBjqcLCcaespAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABDqcgMJXh59gqycBCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEBgsBha/BcqatpwQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhLocAIKXx1+gq2eBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEhgsBBS+BsuZtp4SkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIoMMJKHx1+Am2ehKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhgsBBQ+BosZ9p6SkACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIIEOJ6Dw1eEn2OpJQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQggcFCQOFrsJxp6ykBCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEOpyAwleHn2CrJwEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQGCwGFr8Fypq2nBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEuhwAgpfHX6CrZ4EJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISGCwEhg+WilpPCUhAAoOFwJIlS8K8efPCfffdF+66667w0EMPhWeffTbMnTs3sG3FihWDBYX1lIAEJCABCUhAAhKQgAQkIAEJSEACEugDgd+OXhyi98yP5i4OPx+xeh9S68xDhwwZEkaMGBHWWWedsMkmm4RJkyaFnXbaKZmOHj06DB+uDNPfZ35IqQPUHtD+pm5+EpCABJpAYNGiReHll18OM2bMCL/61a/Ciy++GHi4jhw5Mqyyyiph2LBhgQexJgEJSEACEpCABCQgAQlIQAISkIAEJCCBagic98LD3cLXjBWjw3UbbFzNYYNuH2SWpUuXJh+dL1y4MLzxxhthwoQJ4UMf+lDYf//9w9prr530zzUbzDqfn1uWxStnrVm2PFgWFL4Gy5m2nhKQQEcTwMPrN7/5TfjJT36SCF48WPm6ZJtttgmbbbZZWH/99cMaa6yRPGAVvzq6KVg5CUhAAhKQgAQkIAEJSEACEpCABCTQMAIv7bBFKIUPStJb5eDPhDW/dFzD0u6UhBC9Fi9enERbmj17dnj00UfDn//85/Dwww+Hp59+Oumj++QnP5l4gfGRejNN4auLrsJXM1uZaUtAAhLoBwKIXldeeWU499xzE5fqAw44IOy1115h880374fczUICEpCABCQgAQlIQAISkIAEJCABCUigUwkofNV3ZpcvXx4efPDBcMMNN4Qbb7wxicT0uc99LumzGzVqVH2JVnGUwlcXJINLVtFY3EUCEpBAqxIgvOFvf/vbcNFFF4WNN944TJ8+Pey+++6tWlzLJQEJSEACEpCABCQgAQlIQAISkIAEJCCBjicwdOjQsNVWW4Utt9wyvOMd70iiNP34xz8O6667bpg8eXLH13+gKxjHpRvocpi/BCQgAQnUQeD5558PV1xxRTKW17/+67+GXXfdtY5UPEQCEpCABCQgAQlIQAISkIAEJCABCUhAAhJoNAEEMMb4OuSQQ8Jrr70WLrvsskZnYXo5BBS+cqC4SgISkEA7EFiyZEn4/e9/H5544okwderUsOOOOwYeppoEJCABCUhAAhKQgAQkIAEJSEACEpCABCTQGgQIbbjvvvuG3UtRmu68887WKFSHl8Ie0g4/wVZPAhLoXAILFy4M119/fdhkk00S0WvkyJGdW1lrJgEJSEACEpCABCQgAQlIQAISkIAEJCCBNiUwduzYsOeee4bVV1+9TWvQXsVW+Gqv82VpJSABCXQTePLJJ8OsWbPC1ltvHbbYYovu9c5IQAISkIAEJCABCUhAAhKQgAQkIAEJSEACrUVg++23D+PGjWutQnVoaRS+OvTEWi0JSKDzCdx1111hzJgx4d3vfncYNmxY51fYGkpAAhKQgAQkIAEJSEACEpCABCQgAQlIoE0JEK1pu+22a9PSt1exFb7a63xZWglIQALdBGbOnJkIXxtvvHH3OmckIAEJSEACEpCABCQgAQlIQAISkIAEJCCB1iTwrne9qzUL1mGlUvjqsBNqdSQggcFDgFCHo0ePDuutt97gqbQ1lYAEJCABCUhAAhKQgAQkIAEJSEACEpBAmxIYP358m5a8vYqt8NVe58vSSkACEugm8OKLL4ZVV101MDimJgEJSEACEpCABCQgAQlIQAISkIAEJCABCbQ2gXXWWae1C9ghpVP46pATaTUkIIHBR+C1114Lw4cPD8QH1iQgAQlIQAISkIAEJCABCUhAAhKQgAQkIIHWJrDaaqu1dgE7pHQKXx1yIq2GBCQw+AgsW7YsDBkyJAwd6q188J19aywBCUhAAhKQgAQkIAEJSEACEpCABCTQbgSGDRvWbkVuy/LaW9qWp81CS0ACEgiJt9fy5csDApgmAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJtDYB+/H65/wofPUPZ3ORgAQk0HACY8aMCUuXLg0LFixoeNomKAEJSEACEpCABCQgAQlIQAISkIAEJCABCTSWwOuvv97YBE0tl4DCVy4WV0pAAhJofQJvf/vbw6JFi8K8efNav7CWUAISkIAEJCABCUhAAhKQgAQkIAEJSEACg5zASy+9NMgJ9E/1h/dPNuYiAQlIQAKNJrDpppuGmTNnhr/97W9h3LhxjU7e9CQgAQlIQAISkIAEJCABCUhAAhKQgAQkIIEGEnjmmWfCxIkTG5hieVJf3n9k+YpBuqTwNUhPvNWWgATan8BWW20V7rjjjvDkk0+G7bbbrv0rZA0kIAEJSEACEpCABCQgAQlIQAISkIAEJNDBBGbNmhX23XffptXw2AMUvoBrqMOmNTETloAEJNBcAjvssEMyvtdDDz2UhDxsbm6mLgEJSEACEpCABCQgAQlIQAISkIAEJCABCdRLYP78+eHee++t93CPq4GAwlcNsNxVAhKQQCsRILzh1ltvHf7yl7+ERx55pJWKZlkkIAEJSEACEpCABCQgAQlIQAISkIAEJCCBFIG77747PPfcc6k1zjaLgMJXs8iargQkIIEmExg5cmT4+7//+/D888+HW2+9Nbz55ptNztHkJSABCUhAAhKQgAQkIAEJSEACEpCABCQggVoJvPzyy+E3v/lNWLJkSa2Hun8dBBzjqw5oHiIBCUigFQgMHz487LzzzuHGG28Mv/jFL8LGG28c9ttvvzB0qN80tML5sQwSkIAEJCABCUhAAhKQgAQkIAEJSEACnU3g7N8uCg8+syyMHT0kHL7nqmHjtXv2y73xxhvh6quvTj5c32233ZoOZN6CFeG6+8sFti3HDwvv3WhY0/NulQwUvlrlTFgOCUhAAnUQePvb3x6mTZsWvv/974ezzz47LF++PBx44IF1pOQhEpCABCQgAQlIQAISkIAEJCABCUhAAgNBAKFi/psrGpb1mJIIM3bUkIalZ0L5BI6/fEE4pyR8RbvkzsXhluPXKBO/li1bFmbMmBEuvvjisNFGG4WpU6fG3Zs2vf2RpeGIC8sjQ535idEKX00jbsISkIAEJNBQAqusskqYMmVKYHDMH/zgB+GMM84I999/f/jQhz4UJk6cqPdXQ2mbmAQkIAEJSEACEpCABCQgAQlIQAISaDyBs29eFL573cKGJfzl/UeGYw8Y2bD0TKgngadfXV4merEHAibn8ptTRwUErz/+8Y/hl7/8ZbjjjjvCWmutFaZPn5701/VMrbFrst5epD5li8HlAzW4atvY9mNqEpCABFqCwGqrrRYOOOCA8La3vS2cddZZ4Yorrgi/+93vwrvf/e6w4447JtNx48aFsWPHhhEjRrREmS2EBCQgAQlIQAISkIAEJCABCUhAAhKQQBeBFSuWNxQF6SG8NNqWr1jRlHQbXc7+SG/Oa/nn7NGn/hZ+/OObwh/+8IfwxBNPhDlz5oSddtopfOYznwnvfe97+6VvDo+vtL133LCw8To9QzCm92mHeTzqslYUwlHhK0vKZQlIQAJtSGDUqFFh9913T35tWHyLLAEJSEACEpCABCQgAQlIQAISkIAEBi2BIUMaK0qQ3rBhjRnPad27Hxm056VSxbfeZFjiRZUVmU48eHzYctxnEqGr0vHN2oYn2tOvlItyO3eIt1c2fCMM8W7MG7tM4atZLcx0JSABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAL9TGD/rVfp5xwHZ3aMm0WIygeeXZaMqUZ4yS1L3lUDabf/tdzbi7IcMAjbg8LXQLZC85aABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIIFBTQChqtZQdGf/dlF4sCS4ZO1YPGAGWHzJlqlTlzlniF+tZNf9ZUmP4gy28b0AoPDVoxm4QgISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCTQPwQQqmoRq/DqyRO9Nl57aPhyyetIG7wEsh5fg1H04uwrfA3ea8CaS0ACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQQBsRYAynIy56s0eJx44aEq46cvUe64tWIJDc9kiXgPbAcys9xxDPEOEO33PVwHytNm/BinD2zV3eaHnp4t3WmxhDGifMWNAj6zMP6fKuinng3cQ8daes00tlzqbN9kvuXByobyxPX+sYC3bEBT3PA/VLh5pEoIRH1tJ1aVT5GG+M+qZt/62qC3sJH8oBo5hG5Jqcs3cO77U9EPbx6ZfLxxcj9CPnJc/IJ+88f2ynEd3nMbLJO551vyq1gWdSY5qdOm1U0h6GrChZ0UGul4AEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIoDUIHHHhm4lAkS0NIfc+NnlEdnWP5UQ4Kwk2iCS9GenhQVaNAJaIGJcvyC1bNh/EKYSfonSfLgkZ2544P3tYeOWsNRNh5oNnvB7mvZkva0zfY9Vw6tRRybGIOIec80YgvTwjVOGp/ziqTKjK269o3Tqfn9tj05dLoSYZ6ysanA8qlTdrsS6Vyscx2fSy6aSXv3PtwmTMsfS6W76yRkVvwuvuXxJOuGJBIaOYFqw+uuOIsrrFbXFKPbPtinN9dYEgW3Se020ZcfGSuxbHLHqd3nvKmCRsaO2Sba9Ju4MEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAKNJMC4XnjAZA2BqlrRC9EoK05k04vL5MX+eWEV4z5MEdN2/9ZruWVL7xfnyX/3b74WEF1qMfKpJHqRFozwsGLf3kQlhBeExN7qV0sZq923mvKRFl5UeR5jeflkzyseW5VCaH6nlPYnflQsDKbzgBVl+URJSIweYentrTav8NVqZ8TySEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgARSBBBKEB6yhtcUXkG9WRSNiryfio5nfzx5OD7P6k0X8aRW0em7JY+mIk+vdNngxL7V1JVyHF/yVOtvq7Z8lIv69CY2sT0rfGXDPqbriOhFGWo1wkueMAC8ai2nY3zVSsz9JSABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAL9SKDI0+mCw1dLQrv1VpQioQXhjPG88AxKvHoQjDIiVyJSlULO5YWsqyZdjicMX9azivV4HBGerhqL3m4IOpSbcmbFHtIh3bgvXk+Mc8U68s/Wjf1Jg+3s219WS/mS+tyxuHCsrFiHbNnTY42lt8GgSPTCc5DjYEEZ8coj/7SxHqZF6af37ev8/tusEsaXwixiecIvbSEt8I0d3XUOFb76St7jJSABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAJNIoB3Tp730rElT69KoexicR4oCT5RaInrmL53o2HhqtL4S1EsmLJFSEIm5o3VhDjELy0yIKDkpYsoxdhSMV3yQijJG5+MepFGNaEaSees0lhmH02NZUZowyIPJNJkvKho5IXQlhXg2H77X5f2i5ATy8KU88cYamljvK280Iawn14SKIvstlL5s5Y+V+ltRaLXN0tjox1eGiMtGsc/uMeyxOMvK34hQvWL8IXAVvphRcJXeky1WHZDHUYSTiUgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACLUQAQSZPqEhCHGZEk6Jin1MSh/IMb7G0OBX3uZD1Od5PWUEmuxyPP/OQ0bnpnloSVvLSzRPPYlrpKUJWWvRi2/SSUJMn8JBPNgTkxiXPIcSdPMsKO3n7NHIdYk5W9CJ9ypzH6MHnllXMHmEsbbQP6pu1xHusJDRmjfKkRa+4fcuSJyAegVlDTM3mmd1nIJd71nwgS2PeEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJJGH5jrjozR4kEEbw1KrWECmyhliUJ4ywH+kjeGQtK3TkeU4huOQJUTHdrHDFetKtRniKnj/ZcuWVlXV59RtfKl8rWJG3FOyL6llUbjzvsudiyjvzg/1l94tpVvK4+9iOI+JuZdMHnunZrsp2GMCF1jjLAwjArCUgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACrUagaPwsPKfyRJ2i8ueJHXliUfr4PGEGcSodcrGedItCM857s3wcqXRZ4nyedxrb8jyk4jGtOq10/uKYVtWWHa/ArBWJZ3kiKMcWCWVso6x5jPPOP/u3gil8tcJZsAwSkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQggbcIMHZVXghAPHMqeedkAaaFqvQ2PLMqWZ7Qwf5pz6z0fEyrN0GtSPB5puS1pNVHIOuJRypFQlaRwFh0vmOJ8sQ4PM1a1Sq37lYtteWSgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCXQgAQSF7163sEfNknG9SmNANcKKvKd6S3t+yetLay0CWeGLUJNFQlaeWFlNbYrSq+bYgdhH4WsgqJunBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSCCHwAfPeD3keeZccPhqNYU4JOkigavIEywWp0gg6W2MrKLjeks3bndaGwFCF2bPZdEYa6RcJGB12nlT+KqtHbm3BCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSKApBL5T8vTKChlkdGzJ06tofKxKBUHoyBM7nnmlcpi6ovGb0qEK88LfFR0Xy/jAM8vibNm0txCJZTu70E0g6+3Fhl3eObx7e3Ymff7S2yqdN0SxvO3VnLNKHoK9iW3p8tU6r/BVKzH3l4AEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQk0mMADzy0L3722IMThAfWHOMwTKK77y5Ky8bqyVckTVLLC2y6b9xRYEEgqCRrkmzVCOOaJc9n9XO5J4Lr7y3nCsZLHV15bINXb/rq0Z+JvrcnmEXfMtoe8ceMQcYvaQ56YFtPu61Thq68EPV4CEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQk0AcCjOt1yDlv9EgBIeOqI1fvsb6WFftvvUqP3REjzr55UY/1rDj7t4tyvc7226o8nf23KV/mWNLNE+/Ydsmdi3M9h6ZU8FDiOK2YQFagrCR6kQpiVZ74dQ7nvNQG8yxvvDn2y+Y1ZvSQHocXtQfyOuGKBT32b9SKnpJso1I2HQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABHolgFiUF+KQ0HRFQlJRoghdabHrY5NHJGlkPW+ioHFsypsM0euEy/MFCdJJ2/4lIQwvn6xgQhpjSoJdOt3bSx5FRULHl0thHLXaCWRFL1LIilF5qdI2st5WtA3GlkNkjZ5brDviwjdz2yVtIRs2MesBFvOOQioCJ0IueV9y1+LcceziMXlTjs224f8upUNoR8q8oqS7xbIrfOURdJ0EJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIoB8I4AnFL88eKIkE/Goxxt5KC18IBl8uiVt5ghbi1zm3dAlVjMc0780VuVkxxlhW6GDHU6eNCp/I8VQjXX6UpZ50cwvhyjIC12bCHLKxGu85ziXhC7PiF8Lrtl+dH8aWPLcQLovGgUNcyhMraXNjL+8pTlEuQlxmw1ySDkJWVsxi/zzDUy0r9lHmg0qCHYbwdstX1kjmDXWYYPCPBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSKD/CeR5ejW6FNP3WLXMAyudPmIXIkeR6IV3D8JZnuH1lfbsyu5TKd33bjSsMN1sOi73JJAVgRCSiryuskdf+NnVur2jsttie8iuZxkR9YLDS8eWBM2sRYE1u75omTaVFx6xaP+sx2F2PwTiKKL1LF12b5clIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhJoawJ46VQSqfIqh2B25idG523qXldvun0du6y7AINwBoEn67FVjbdXRIVwlQ5rGNdXmiKscUwlcY32Mn3PVSslk2zD66w3ISubCPv3dkxkovCVpeeyBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSKADCSBS3XvKmIoCAp47jBV1dUnkOHXqqKoopNPl+CJLp0tIPa0+AllvL1KpZnyvdG6IX/d+fUwibBJGsMg4nwimhBGsJHrF40/9x1FJmghlWaOMeJsVeRBm988uI8Lyy0ubfaP35JAVJcse7LIEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAKdTQABJRln6a2xvRA2xpcEi76KUs1Kt7PPRvW1O+LCN3uMC4egmReCsNpUEY2eeXV5t3hEGyAcJeO01WsxTY5HrOpLWtky4N0VQxsizqXbrcJXlpbLEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSKBFCWx74vxugYoiIljikaV1EahfqpOgBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpBAvxF4OuWVFTPduRRCUFtJQBorWTgnAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABFqWACH+siEDD9h6lZYt70AUzFCHA0HdPCUgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABBpOwFCHDUdqghKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAgNBQOFrIKibpwQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQQMMJKHw1HKkJSkACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJDAQBha+BoG6eEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACDSeg8NVwpCYoAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQwEAQUvgaCunlKQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQk0nIDCV8ORmqAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkMBAEFD4Ggjq5ikBCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJNBwAgpfDUdqghKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAgNBQOFrIKibpwQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQQMMJKHw1HKkJSkACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJDAQBha+BoG6eEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACDSeg8NVwpCYoAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQwEAQUvgaCunlKQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQk0nIDCV8ORmqAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkMBAEFD4Ggjq5ikBCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJNBwAgpfDUdqghKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAgNBQOFrIKibpwQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQQMMJKHw1HKkJSkACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJDAQBha+BoG6eEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACDSeg8NVwpCYoAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQwEAQUvgaCunlKQAISaBCBFStWhAULFoT58+eHpUuX9jnVN998M7z66qthyZIldaX1xhtvhJdffrnwWMrLPpXSX7x4cVi4cGFhGukN1PuBBx4Izz//fHq18xLoFwK049deey0sX7686vyWLVsW5s2bl7Rxroe+GNfK3Llzk3tAPelwz+B6L7reWD9nzpxAPkVG3bkHUa/eDF6PP/54ePTRRyum2Vs6bpdAPQRoqzzjKj1/sulyjfKcef3112u6zrPpsBzT4p5RzfWSlwbXI9d8nnGdcm+pdL1yHNfrokWL8pLose5vf/tbuO+++wrz7HGAKyTQQAK0U9prtc9K9mund2JQ8Rx+5ZVXCp/DXM/UqRqL78SzZ8+uZnf3kUBDCPA849lay/+h8XnY6GdrLe/j6crzbOX52RfjOu3t+RvTf+GFF8Jf/vKXPucZ03MqgVoIDPSzlb6gZvU3cQ/gWua5Wuldl2u16P/fLEuerVyv9jdlybTP8vD2KaollYAEJCCBNAE6pK688sqkI5l/ONZcc82w4447hn322SeMHDky3HbbbeHWW2+t2Ml37LHHhhEjRoRHHnkk3HTTTUmHNA/3DTbYIEyePDnsvvvuYbXVVktnWzhPZ9zPfvazcP/994fzzjsvDBkypMe+zz33XDjzzDPDgQceGKZMmVK2nReg3/3ud0knG/8IbbLJJmHXXXcN22yzTdl+6YVZs2aFU045JRx00EFh+vTp6U3OS6DpBG688cZw/fXXh+OPPz6sv/76FfPjH+KrrroqPPTQQ+HFF19MrquJEyeG/fffPzmW64frhn8Giuzggw8O73znO5MXddJ68MEHE6GZa3TzzTcPU6dODeuuu27R4WXr6ajgHnHRRReFQw45JLnW4g50mlGvhx9+OBG+1llnneQ63G+//cLYsWPjbsn1es899wSua/bZYYcdwgc+8IEwdGj+d1XcW84555ykg+S4444LG220UXdazkig2QQQXC+99NKw1157Jc/KonZKOejAo23//ve/D08++WTSpsePH5+076233joMHz48acs8h4vsPe95T/jwhz8chg0bFm6++eZw1/9n7zzg5KrK/v9sL9lN76SHCApIR6RIkd57RwOCIAoqIK/vHxD8KChYsLwqyvsiAkoRIXRBIhEpoSQE6YT0Suom2+v8n++ZnM3N3ZnZmTuzm93N88BkZmfuPffc3z3nPP05r77q5gq8cdy4cW7uswak6kew7aVLl8oPfvADoR/XXnttO49lzeC+uD/Wkf79+wt9hM9WVFS0N8Ha88orr8i7774rJSUlsvPOO8shhxzi+H37QaEPzz77rPzxj3+U66+/3h0b+tn+NAS6DAEM43fddZdzep177rlSWVmZ8lrJZOLDDz9cysrK5KWXXnLzOZXj28vEzCVkYmTjqDIxhjf6n0omxkDHnLz77rvl7LPPlkMPPbT9Hr1MzPk4y1kzDjrooE5lYtYI5r7JxO1Q2ocuRuCjjz6SBx980PG0vfbaq503Jbos8+/11193+umiRYscL4WnwZd32WUX9/dvfvMbZ7ROdD7fcRxjHN7KPH3ttdcEuRXeiu543HHHyY477piyH8G2lyxZIj/84Q9l0qRJcs0117SfN3PmTIEHhonrXnnllW5d4Td4KvMYHov+Tf/grSNGjAif2v73008/LX/5y18cb0XXNTIEugsB5Ns777xTioqK5KyzztpCTkzUB+bWtGnTnL0JXXbQoEHORsScZbxju4G/pnJ8e9764YcfyvTp0528iq0He9PnP/95x9vKy8sTXb7Dd15fRgfmPoL2pgULFjhdmzUJpxftIwNwDexdEAHayPYEdSE/T5gwwV3/s5/9bIdr+S8IssbehJ598cUX+6/tvTchoEKlUTci0FZVFWtdvLjDqxu7YJcyBAyBPoKAGgJiamyOKcOOTZkyJaYMPTZx4sTYr371K3eHN998c0yFiJgKBAlfamyLqWIeU8U+pgb12ODBg107aoiLqVDvPqsjK6aCQ6eIqSITUwN6bMyYMaSwxFT46XAO31199dWuz7fffvsWv6sg5fqtCou7H1VYYmq8i6mwEnvjjTe2ODb4xzPPPOOO/973vhf82j4bAl2OgCoCbnwyv1TpTXk95tBPfvITNz+YZ6oUx1RxiA0dOjT21a9+Ncb80Uyo2PDhwxPOVa7BfFVnV0wNZbEbb7wxpk6jmDrbYjvttFNMjXoxdUjFLrjgAjenU3Zm049qRI+p89nN1//93/917fKTGttiajCLqQPNzS3a5/pcjzVFneyuBXWaxVgrVLGPMV/pizrlYn/96183XaHjm0bKxc4444yYOtDc/XY8wr4xBLoGAcbtz372M8dX7rjjjoQ8yl9ZncIxDRqJHXDAAW6eqjLs5q4q+DF17MZefvlldyjfJ+OvfK8KckyjSWN/+9vfYhyrDmo3X0ePHu3mLPNPlXR/2ZTv9F+VbXc9DUqJ0UeI77/1rW+5tUQV/Jg622Lq7IpxDTU0tM/refPmxc455xw3r3fYYYfY5MmT3THqgI6tXr066bVZt1gLNMgm6TH2gyHQFQioUcvxHQ0OiWl2RMpLqAEtdt5553WQiZGPf/nLX7pz05WJ1ekVU2NgB5lYg0ti6gROWyb+85//nFImplPc14EHHuj4sBr72+drMplYDY0pZWI10js9QB3VKfGyHw2BXCHA3GNuqWM6ds8997TzpkTtw7c0CCSmRmjHWzVAw81xZFgN2oypQ8ydBo9KxVuZ6/BWDfhwPBWeh6yKHIrey5xCxk2H4KFTp05111Nn1Rb9VyeYk73pX/CFfqrZJK55dGh4PfI8/Vbnmbun6667zsnTyfrwox/9KAbPfuyxx5IdYt8bAl2CwOzZs538d8opp8Q0EDPlNZjfGpTheCs2JvigOsycDPnb3/7WnXvDDTe4+ZFszqK/agBJTIMp3VxB/0VfRF7VIDL3GX6pGVgp+8KP6MsaUOL6H7Y3aZBa7Pzzz3cyMOsBMjzzknVGA9lc2+roiv385z+PBe1N6M9HHXVUDFyS0VNPPeX4+fe///1kh9j3PRwBoqiMuhGBxr/8JbZejV7hV7MakIwMAUPAEMgEAYR7lHPNeopp1FwMYx5CwB577OEEGYxZGn3mfucY/4Jpa3ZY7Nvf/rZT4FHkaQvjmUbixBarcx6hAiVGM76coNJZvzQiNYYxDqEnLIholIwz1COAYPjDWRd2fCFsoADg6NKoIdeH3/3ud04gQiHRaNeEXTDHV0JY7MsuQgClHeH5G9/4RmzPPfeMadaEG++dOb6YAxyPQowjV6NLY5otFttnn31iGNNRBhD4mX9+nvp3xjiOMgzuGsHmzkXJZ55rlJ2bKxpp6uYPc0sjx9O6+y9/+cvOwc18DTq+NArOzVMcVG+++aZrn76iqNAPronCT99ZIzRi1R3z5JNPOkcZRnKNvE/YB3N8JYTFvuxCBDSyM4YRGGcrTmfGe2eOLxR0nEY4ouFV8FeM4ZdffrnjSRoZHsMwjTPJz9PgO4Z6lG0UeRzJGpnu5jlGOvgr6wXKOcEqtJkOYWBgDtL/oOMLfsm812zLGHyY9h966CFneIOvs9bQV41UdcYAsOAYLdniHAWsJTjUvSMt3BdzfIURsb+7EgGMUhjPMWxrFoiTKdNxfMF/GO8EcTEXgzLx7rvv7mRi1oJEMjFzIygTE/BFW9/85jcdb/YyMcZuzbhybXSGAfMrmUwcPJdgFQLNmNdBxxe8NywTsxZhJIR3J5OJzfEVRNc+dyUCzCecO0ceeWQ7b+rM8aXlBJ3uScCUZmo4XoTcS7AVY/unP/2pc2jBb4M81X/mWji34KXIoeiMyNAEXDFPkbVZAzDMo+OmQzjGmdvMwbDjSzPHnLEb3oqDy7/oH8GcOM3AgPWCdYQ+MHfpA/KxVk5od2aH+2KOrzAi9ndXIoADC9sOQdMEKWOvScfxhWMW2w0yK/wT3gov8rIotiacZ4l4K/Imc+s73/mOm9da8cPNFf5Gn6WtP/zhD26uoOMyrzojdHDk3bC9iaBQ5FWuh90I2Verkbg1BdkfmR45VysvuDUEuUIzOt2c/fWvf+3WHwJRwSkRmeMrESq967vEtWh0JBsZAoaAIWAI9GwE1GAlahwQyilRAuUrX/mKK4FEeRXS0tXw5ko98Lt/qaAgM2bMEDUEiEbouTRwFdJdaYjTTz/dlVGj5ARp4Rox58o2qFCTEgiuR1kKysFwbpjUqSVqaHSlKJLVUlalxaXIU+plv/32c+1ccsklQskMyrxQRiIVqTDj7oc0dUpVkIauApU7hRIxlFdUJcOVgwIzSqxRtk2NJZH3WknVH/utbyLAOKOkigrqbm85SrakQ5R2YB5ddNFFog4wUaXDlUxjjlHqiJKClJygjKGfq7xrJqcrn8IYViXe/e3LSZx00kmuPCFzTg1sooK+K4fEfEtFKqa60hCURuP6YaJcixrYXTkHyozSPiVPKR1DORjKvlGmQpUc0Qg5V56JY1SJcMdQU52SGKmIe9YsGIcB6xTtqHLVXiaDMovMYY5RxcmVZFNHn5vD6e6fkOr69tu2gwD1+G+55RY3ZuFR6ZAqvo7vMK8oHQx/1QwpVxJUlWqh5KAavByvCc5XPqszzJUJhc9ohpVoRpc7nhJm6kx284nyhmpwcGWQKJfaGVFuSQ0NHcoDc5460l3pU8qawf+Yi7RNqSV1eLn+wAspRUM51K997WvuGH6nf2oQcHww1T4IrBmsUaxfYMG6QDk1z8/hz6xPrCmUnaHcKWsZfVJDYGe3Z78bAu0IMEfvu+8+VzaN0oWMvXSIUqKU/E0kE1MWCZlYHcQdZGLKjCITM6Zvuukmtz9PUCbWDA43X1gH4JfMg85kYu5BHdVJZWLuh/uiNLg6x12JpfA9JpOJKSeMTEyJp1QUlomZu/BuCHkCmd3LxGrQFM0QdTLxE088YTKxQ8n+6QwB5tStt94qzz//vBtTnR3P78wNSoZpIKQrbQi/glf4UqbImPAt+G2Qt1K2kNJl8EtKc8NL4bX0AX2V8mO0RflePiNXIkd2RpT7hrdSljARIeeiL8Jb6RMv+CjvlDtkz1q2FKCvX//6110fWEsoH4esEJRrE7XPd8xldYC7c9HNmZeet4LVFVdcIRrM4vRo+smadNlll7l7T9amfW8IhBHAVqOOaYG3UG4/Xd5KKVFK3CMvMg+RAdVB5PRYeCsyNiX2+S04Z9HzWBvgWX5Mw7uw0WBvQr+lLXVmO7uPOrdTljflfij/C+9ifjAvg8RaoNUYRJ3Qog4w1z8NHnHlxpFF6SPEXOLeuR+2B2HdQN9Ex4T3M+dTEbwV+RcZmnUAWxXl/iHw0KpLbl1EHuYa9PPYY4916xHnGm09BMzxtfWwtysbAoZAFghoPS+p0X2dqlSRrde9LrZFYl8hBAoMVmzKi/GJd42Gc4J5GBOEHvYQ0og10VJpbo8PBBMM7hjlUHw9IdBrtJr7jc/JyBuw2W8IwQJHVZhQANgQFMEAI3YiwpiAgKKp6Vv8jBMM4wfKUCq67bbbRCN2nOED4wa15nFsYaBAQMJZgFEDxQRFQtP1nbKBsHP//fe3G9xTXcN+MwSYKyiojGVeKO/pEPXDUV4xSFMDHeUfYzTjGiEdA3siwliNEH3qqac6YzLHIFhTq5yXJ4R4xj1GPPqYjDiOfYZYOzBOY6wOE/OF/QYwRnjiPPYQZC3wyj73gTMsSNwHv+McTEUoQyhCrFcYKli7mIvsd4AzEcVDM1HdmoJhEAMCxhCNrHXGd2qyGxkC6SCAk8nPV/gE+xF0RsxJ9uZCuUdZZrzBSxiXjHuUe8ZkmHBwM0YxjMFjIcYt/AbHsCfmE0Z65ip7baUi+k7gBrxWo+E7HMr9sd8XhnmcwvB5eDx8kzmLIY01A0MHawbX9YRCjuEBY0QqJz7Ghh//+MduTwTWMq7DXgeshRjRtVybPP74446/sncf6xvyAw4M9t/k2kaGQDoIsCcO44ZxD38M7imZ6nxk4WQyMbIlczJMzBUctRjUma+sDcwz9u/DwBw0rMFbGdP8xudk5GXiRx55xBnE6FeYmP/sccRawXU0+j18iFtrkOUTycTMp84cyr/4xS+2kIkx9iETcy46Q1Am9sZIDPCeD7POGRkCqRBgbHreCn/ojJfRFgGbOKZwxBJ0AW9lTMI7MQrDz5hnYUJHhLfAe+F3EMEnzGuMyp48b2WedsbrmUPI1/BhZIMwwdsw6hMIhnMcWZRgSfriA7CQYZEN2LM6eD34KgFuGNJTGbvh02CHwR6HAPL3jboWoU8TgIMxH+cZASusF+AFD2dvXuRveLORIZAOAvBBggmZs8iI6fJWnEP//fym8okAAEAASURBVN//7RxDjE/GPLwCuZI2cf6EiWMIeEbPZe889ELmAWsE9iZ4myd+Y11Ih7fitGNvPBy/OJiDxDXZuwtHGvMWpzaBHPQTXZcXvJu1Bt6Oo84TfUB/5TzwSUXI4VqRyK1TrA3IK8jfXBt8uC6OMexN6LbI//BYgtPB33hrKnS79rfCrm3eWjcEDAFDoGsQaFJG06LODKhRo7ValNFUqHCYp1Ep2wppGRZndEIoxkDOC2Fcy6BsYdwCD5RxmDFOHpQOIlXI/kLwCRvTEB5wHGGcxlCGYJOMMKJjAEOh1tIOTpkOH8tmoig4EMJNIkKRwEhHlF6QUBwwHKIApCKuoeUqnLESIQcFgc3CcYZpKSl3qscG5xtOArJSrrrqKheljqGfqB8jQ6AzBBDcvYLPuEuHyPLiBZGRhaCMM5j5Q0RYeNxzHMZkH0FKRLZXqoku4+UJ5R8jFoI4QniqTbLJPtFSp+56KPqJjGe6X55v2r1jxEbRQGD3GWlEuGIoDys8KBOsK50ZulEycCqw2TFrAm2jlKDUoBRBrFkY2XVfJqeQEFlLVDDRh7xOPPFEd5z9YwikQgBF188vDGqMz84Ivsj4hDC+Y2RCWWbcYXiDL6KkBwkjGQ4qjsdp640KGMR4eULppS2yPTB6oQwnI+Y2zmAcyfAtFOgwsbk4L9pls27kAYzqXEP3J3EOOgz8zEmCW4JrFs47+gn/Zb4lIzAjGhZZAUealqNxTnzWAbI/vaESoxw8lzUNno3Bg2Absl8w5hkZAp0hwFjzTmUMZfCKdAj5E2LcMQdmqKGa8YmTJ5lMjLEZXkxgCRkd/tpEiwfJy8RklWEcCwaJBY/jM9mZjHWymAn6IoM6TN4YyNzD8A6vDxPzl9/92uV/R06NIhPD1++66y43P9EdIGRismdYW3Dwe5kY+V9LOjqnuL+uvRsCYQSCvBU5Lh3eii7o5VfkT/ggRnj4CHqpltDuMOeRQZFX4ZfwYr8+MEZ5eYIHEpzCOKfygNf9/O/Bd9YJsl/mzJnjjNTommEiQxK+iG6N3I7DCScXcxB5derUqc4JwHecH5QJmLv0kzZwxiUjMMOxQOYcaxBOeALkWL+4rm8T3gofJdMNPJDjuU++Q981MgQ6Q4CxxriEGE+pAjiCbSHPQYw7eAR8lfHJ3EA3JVAsSPBtxi56HVV8kJkh5r7urRU81M1TMqOQXdFdCXxJRvBrAiZx+MKzdRuALQ6FT+MIxpFNv9AZ0dWRIdAXcd5NUJ2SOcZ1sAN5AhvmMDJ3OvYm5FyCurgm7bIukYnm1zbkjgsvvNDNTTAHC+Rx5A0yx1PZ1Xyf7D33CCQPWcr9taxFQ8AQMAS6DIFWjT4hA4xMsG2JMD5jtEIhR3mAiDrB+RMkolBwBGEYR6jGyRQmlAYEmquvvto5sxDuiTpLpBBwLkb0K6+80rXFu+6HEm4y7b8pHYWwopsHb3EOxn765aPrtvgx8AfGclLnaQMFHsEIYYPoPE9EGKE0IPBwHAoT0bYoPihJRoZAdyCAkoxSQIkylA+M0kSZhQnjOQZmFAcMAmFCmabUC4oEDjLmPe/ecRQ+njVB9/Jy6wUGacpMpCKUF5R9DGYYEJibRJ2SoYWhjt+9EuXb8Q5BlIdURKkWjIKsQyj2GBPJFsUZ6NcuDPTMUZwGfCY6T/dWc3h1Vs4x1bXtN0MgEwRQgjFmw2MZ9yi0OJHCPIn5jPEOJxSBIIkIgzVKPoZn3S/AKc4ox8kIhzbrANlitAnfSkYYITAkYpAgq5n+wddYb1hnmFcY7oLGDuYeL+SDVMY5DBso+Ti/OB8HOPMXpZ856wkDB4Z0jkcewBnBO44II0OgOxBg3OM0InALAxcGrUQyMfP4LjUcw8PSlYmRhZGJkwVJYeRGfoavJZOJfZYZEfM3qoMsmFkdxAcHOnMzLBPDY5GJU2Vo0g6ybVAmJisG+T8oEyMLIxMjG3MtDI/ID0Snm0wcfBr2uSsQIFgExzBzFacWfIj38NiG/8LX4IFkcyQieBxBIvBWyiFiGE/GW+F1yOAYqzGIUyqR8R8meCf6pHdMYewm0JN+E7RFG8gHOATCjj/aw+AOz09FOMfow6677up4K3Iu85b5R7aIJzLhCPyCtzJf0QtwJFBtxcgQ6A4E4K3e3oRuyjxijsDTgsRcxKlM0AaVE7yjOngMPIz5Q/AxziyCunAaJXMI4cTSfejdfGSOMy/DhIyL44v1BB2TABb0YxxNrA0EYSEne3uTDyalHeSEdHkrMj4yA/I48i32Ju6RAFFP3AcyMv1Efz344IMdfyUDFLnZaOsgYI6vrYO7XdUQMASyRKBYhb58LSUQpG3R+YXSTskImDqROGRgsP8QikKQUGR102snAGC8gskHCWWDUoAo9SgD7B+km5A65TmRQoBiQoQakeUoFwjjGOF9pAxCCsJFKmNa8PoIIAgkGNODhIKB0BAUUIK/+89EoQfvCeM8igjOOU9E6RLh448jSh1hy6en++Ps3RDoSgQo34kx++GHH3aZEZQIIwosSBi9+I7xSjmxoLGa41AaUHjJFiEjCoMcZVhwUDEXw8TcQslAGaHEIU4v5ihlVCAM+fzNcRCKDPsekPXCeoIDij5jTGA+oiAwj8LGfz//ww4x12jgH/obPAYFHkWFuYhBEuIa9DMY8Y8BwjseAs3ZR0OgyxCAR6A8UyqMrGIUfQzmvHti3JMNhgObOZPIQcX+BWSeYDBbqAZyyjVR4ihZhCsGM46hLeYsxjXmKISBkM9BgwPHHX/88W6OU2YNRRsejoONOcTvrBtBnsz8ZT51lgmH8R3ZwvNO+oBhnXODBnKMd6wPnjgHZ5vvt//e3g2BrkIgKBPDIzuTiSlXTDZ2cGzTN2Ri9sEl2CMTmZjsTPgy4z4sE+OYpvICWS44meB5zA3Ph1lT+Bs5GJmXucqcDVJUmZiydGGZmAxtk4mD6Nrn7kSAuUnGI7yVbGL4J3MjyFPge+iuzA3mYlAe9H3FQQRvJfOCMmU33HCDm7vIlYkIfs0xyMrwMQzmnkfBd/nMdeFnVCGAjxLQgfOYEmuUA+UcAjroDzpy2FkHb+WVyOgf7BN9QMYIrj/I2/D4IA7ouEG5AtmYc32/g23aZ0OgKxAgoAPnFPYmeOv48eNdOUPsQEHCuUOgGOOYORQc2xxHABkOZOYzgWDolVQsgScmsjcxj+DFBDxO1SxLeCO8FQcbxBxg3sMr4Z3wc4I7kcVxFjNf0TmZr/yOPBu2N8FrWRfQOzuzN4VtaGRqMhfJ5PZEcExw/UEuAS90ba/j+mPtvfsQ6Bje0H3Xtit1EQJkvFAGDicA5d884STgVaSRo7wypWC7rRpN6jNrMmmXvZj8ef76hURzqxMjEXEPlLELU6mmi4adHsFjKIHXrMp+myoZ9NUT5xRo5DzXjIKBb8fetz4ClDSsUMZbo5FSPGdP3vm1LZQ9RFDAUUVkCS8YNxkR7BdACTVKrXhCqYAxI4igkAcJgQEDGwIIyjHRMggrHB8WWPx5ZHTMmjXLCRFkhCDEQCjlEBkcRKixuXD4eu6A0D9EsNEmgj4CiieEBM7vTHkIKgici1KCEBQUPBCogg4E8OLFd8nu0/fD3g2BqAigEBOBSmYh+3xhZPb7dniHFMp1cJ8PDAEYx3F6JcqkZF8SyibQFiVPiCwjui44voP9Rdj3ygHlTjGMM+a9so7TGwcaUejMNyLwKNvGPgUcj3EgGNFKFBsKP31ECfCEcYI5lSxqzx+HwuKvzXcoNhgauLZXfOhfUNHnOO6D75PdJ8cYGQLZIoACiyMZfomjGgMdL+YDEeoYr+FNfg8glHAcTCjcGLPDRCY1ASoEYpBhQWki9vMIOonC58DD4LHMM4x6wTHPPIXH4kSDx9EXPmPE5sUcJKoU4wP9QvFnrcDgwLxDuYeYh7xYYxIZFH2fmHeet/vvuCZzNcjffbv+GPoB+Tntv7d3QyCXCGCsJhsDHoUxDXmSF+OPYBCysAgGSyQT4yAOjmH6hUzMHIX3IcfmSiZmPyJKjRPYAo8n6CXIh4lQ5z4w8MFDmZtEsAczzJh3yOadycThvX9wkjP3U8nE3DsyicnEIGHUFQgghzKvyJqgrCFzghe8lFJmzFPGLvMXInsTxxdBT4mqFMzQTDCCL3EeIwezz98ELWeWirfSPnMM+fK8887bgrfCc+GtyMQ4sLlukOBxvmw5wZ2sHfBWnHbonF5mxYiOTktgS5B3B9viM+dwbJCY47TDPPcUvh/mKeub8VaPkL13BQKMYfaLROdDhg3am+C12I5wfDGfPXE8cwJHVnAM8zvBH8xRSv8RoAxvxXGEMwpemIjoA9dgvHM9nNaQl0mZr+z3RSYY1yVrkkBn2uOFTI7s7veeZk7CW5GRvQxP28w7P58T9cN/l8zeREa1J+Zl8H5onxdydvB7f7y9dw8C5vjqHpy77SoNt9wijRqZEnYu0YE2FbR1IxDnFMMBhPMomcMp3GGcTw2a3ZFtu81adsz1I3SBZP3gejjxwpQo24djcHjVqeE/6AgJnsu1OYb7AYNyNezhBDPqnQjwDLdl5xcRLRikgxt0YqBCyPbCN08WhRcFm1JiKPlBwuCMAEIED3WcMX5jOEtECOi8YOgI/0TAEYkeJKKAqLGOgBTeTyR4XPgzggslWIjco6wb90DfcBggmGB0TEVEGKHUc98IF5RfQplA8PKEYoTCw+8IHhgWUapoG2HJyBDIFQLMQ8YjQi4vskHIFsGh7DfiZhx65TUYYUakJ/XOEfZxZIeJOcL3GAGoKR6e0/542qYPjHX6sPfeezvjuP+ddwz8ZJYxT1A+MByiiJDhgiKDApOoFBPHoohT2oEyLbTPPXOfvLMupSIMBigPGDzoH58poYHT25d2IiqOchq0R/vghZEDxSRRn1Jdz34zBFIhwFyBtzHG4G3wTJRrDF+U7/PGYo7jBZ/xxiz+ZpzijMJhHC7BgkHsxhtvdE4vX5Y0keLLtekD7TG3mIs4t8NElhiOKgx28HQ20WbOMl+Z456YNxBrC32aoMZAFH8czLTN9SiPTN/h5WHDmm+HdxwLHBuci8x1jBrecMBx8N0gHybLDeMEe6IZGQK5RIBxxlxBHmU+3qL6L3MX3uP3FOF6jFnmanB8M7+J/iZoI8yrkDsJDMHxTTkxZOLwPlv+PhLJxOFSw1yHeYBMzLxNxIdxhHE9nOz0CacWMvETTzzh1pVcysRkuHnCwQfvZS1gTcIQiEyMU74zx5pvw94NgVQIMEeDvJXgKHgrGZXIcb7sPmPQ874gb6VcKTol2RtBwzLXRKfDQY08SeYY2SjJeCvrBddgHSD7gkCRMMFbMez78uKUKyVohWoHGNYh+gi/5TrojhjRcUwTEIPOifzKdZhHBLoQdIL8moyQ8wmcCfJW2kfODe4lSNWWIG9F3sB4z5phZAjkEgHPW+GrzBecwPAu9EQf2MUY97yV4zzBW7HlIPNRYjBI6LbsH8kLmZOAbD//g8fxOchbkWFxbhO4FSSqprA+wFuZg8i5yOrIucwr5hDEOsG6gwwM4XDHtsS6QhAqc5m+ESiGg4wMzFSE0zw4Fwlq5XrBvXxZk4IlDbE9IUOj8yJ/G20dBMzxtXVwz/lVcRDV6kZ+OHXSIRxD3kFUmoD5B9uo0z1DmjQ6Jx3KpN102svkGBxk3FO6RF/ZEwrnVzLHW7pt2XFbD4Ft2fmF44bMDwQIhBCM2CjpMH8Yuyf2HeF3jNUIL0FCcGYfEZxdKNwIAkFC6MGxhhKMAoBAThQ8Dq9ERnmYPQZs0tJTCfvBa/AZpxtZL5SUQdinnxjVERTIakNYSEU4CnxpRgQQjA0IJpSl8LRQs1Mo9YaxDsEDwQdBhxrUYWOlP8feDYEoCCAI41BGqKbUAoYr5hjR3CjWjEEUf8oIYnhio2xPCPIYpIg0TxThihPbz2eMfmSfeMJgQKQshivaIaqcsU5tdAxeQaMX5zCfUUL8fggoAD5LE0WfCDhenrgebRM5z2bjnIvBncg9HHKsNRgdww5xf75/x9jO2kV7KCdeCUG58aXfUETIVkGBQtlCeaG8KutDOArXt2vvhkAUBBhblAqGH+JswsAGP4SvsIE2n/mNcqGMcYzbnmcwTsmwxjjOnMX4HiTmBXwRIx9zCn4bJNYC2oefM7cxgmMsgwfiSAsTzjOUc35jvjOHaRMnNX1nTnE/rDUYJI444ginyKOUk8WJEY9SxhgoyPJmzjOHg46B8DXhqeBD/5EHcOYR5DJBDQlgwfUgcGAfQZwJ4MVn7ou9vowMgVwhgFEM3gCfZSwTUAJPYoyGZWKMa8zNoEyM3IcBO5FMzFiHp2JAo7xYMpkY4zkyMW0drAFl8Dz22AwTvJw2gjJxMCCL45m/ZMFwL0TRMycTycTwZvg6Bv5EskHw2qxdlCtmLuK49jJxsI/oDMjc8GCCv3Bms77RD7++Bdu0z4ZApgjA+5iX8En4E3OR+co4wzCObExwBPOIMcs89g4ueAh7Z8IL4a1hHoUzCN4DT0IGTcZbMToz/uFb6JPM7US8Ff0ZZxZzFd5Ke/BvjqWMIvOEjBXaYr6wtw/zECc1sjy8lcA2rodsDC+G/6bShbl3DPjoCsgI3A8Ob3Re1gn0VgjHGmsb+jcONq4HPsZbHTz2T44QIPADxxVBTGQnMy7ZYxY5+C4t8Q1fQv9kXBLMib7mMyDpArocxBwP8xDGOuOYNQDeyl60QWJ+M8+ZW8javJAv4a9kc4UJhzE2Is9baR9HMHwPvsaegDjnuB94HbyPucicYc5xDGsL/UH2pj0yxNFxU9EMDcC844473PxkDrIeIE/Auz2R2Xr33Xe7NQsZH3sW6xsVH3wgnT/W3rsPAXN8dR/WXXolHD7pOr2CHSGLi5JxJSoIJKJ6TUdN1+kVPJ92KSnYXeUEvcMt2Id0P1N+kawvHChGvRMB7/zC+UupQ099vewhwgbCL4IGgggRZjBxol+CkTb8jgEsGA3uMULJx3iAcZsU8rCATnswbwR7jAGUYkEh6Myw7dsPv6PQQ/7d/07kOkIDgj1GPxQfFA42MsZ55bNA/PHhdwyHRPyieKDkY2zDiI7QhGMBwvGA4QBFCsGK9jHSEzmfLMstfB372xAIIsA4Do9lfmdOET2KAQnHF8o8JVRQHCjHwnhDMEYox/FKSUNPzGMUdPbrSUQI3Rj+iEoPbqbLsSgOZKmgqGMgIwqWa+H4Skbh/jPPMYqj1Pz2t7/d4jSMfdwXEbFE7bJm4ACndjnReMxbstCSRfH5a5HZhZGN0ja0iSOM9QylgL8h1iwUGUpAsg55vFgfWC+MDIFMEfDz1Y9Dfz7GJngHfNCPNxRgyohSJo0IUH7DKQUfZY4FHbQ4fDgmGKHt22ZsE23KWMZQFiYMZ5RxYc4R/EG0KhtnM+YTUbjvrB0YEFgPWHdQsrkmUbLIArQF/8RggQGe+YvST0YlfJLyqzgFwu36a/M9bbFWgQ1GAox/rDUYEjA6escXGLD2IDNgEGBNwHhCH4wMgSgIMP7CYxP+hyGOLCmMxRjZfOYHMjG8xcvEGN8wdieSiYPOMN835EcqCDBnaRPjdZBoj32IMLBhGMex1plMHO5/sD3/OXyMl4n/7//+z2W7wFPJHMOQno5MjGGRQBFkDpwORJ9PnTrVycQY5iFkA3BEJia4DZmY+WwysX8q9p4uAonmKefi+PIBEDi+4JHwDSqWIJfCM5B34SHMR/Q2bzCHh8AbfWZVuC/IuIxl+HIi3sraAD/lGII84I8YvZMZnsNzEFmd8ym1SIYVPBneCu+DF7KmMPfPV9sDcjsl/7kO8w1+T8YY8zDcbvA+4NesOVdddZW7b7LECFZjzaL/3vGFMR4DP2sPWdvII/QP/cHIEIiCQKJxieOLoBKCJgkMwfF14403ujnK9hrwC2RBxjtBnOhjwaxDbCwEfwWdYb5vzGccagR9fve73+1gb0KmpvoQ5+Ikgrciu+L4Soew68C7cHLBuwk+pa/IqziM/X7ZBE6SQQpvpP/onARs4+Djb+TdVET/kKPhzdjQmI+cxzWYl5B3plG6lfkM78Y5jz3AO/ZTXcN+6xoEtpTmuuYa1moXI0CmE/tZhck7tAp0okEck6hsIE4qHFRhxw/HUjYxEXG8d2rhcEvULs64/qo80I+upkT7gHFNHHqUdKQPZMWBQXifMb7n/DIVKIx6LwLO+aVRF2TxbSvOL6K3Z6gRHKZOdhNGYxxARHYHo84RjBFMEgkPMPzrr7/elRVM9PQROlBMIIz3XkFOdCzfwfxxNqEMJCIcWWSkhIUiBAOyXogoRzBC+EI5wsiYKtsLoQzlHsM7wg7CC4IODi2i2IP9wMCI4IOQgjJBZB6YYDQJHpeo3/adIZAIAZRVnEBhgzcKMVlU3omDgkDEKOOZCDUMzoxPxinCsj+Oa6BsIFQjJCcior2Z64kIxzWGK4i5RB/CEevB8ziWyDXWB68EUQIGxT0RofB7Bzp9wHCGMQEDN6UmmNfBcg/hNjCuodAzDzFM0jeMHmSt0gei/TxhEOB7SqmhZBH9yrVxuoeNkf4cezcEUiHAGEN5J5AjuOZjVMJJTRQ6BP+khCeGLhzWZG2gDE/QDCfagO/4IBF4JE4yxnaiSFGOJzsSvpSI/NxHUT5B5RfmXqrxTWYz887PV/gzkerwZ4xmKOIYAVlH4G/0D2I9wHCGIo6BG+UbeQEs6HsygmezfjG/MTQSFcu58E3a9/3gfP7meJR8otJZ3zDUM5eNDIFMEWCOEryBIdzPE9ogKAL5DTnOjy3GmpeJkQU7k4kZ9+Eyh7TNXGDf2mQb0DOf/DxPRybG+cx1gusN1wkSMi58GIOcn09kl+AYYN6S2RKUiVNle7E2EQQWVSZGHuGaqfob7Lt9NgRAgHFDpgUZ+n4M8z1jGx0UXRVi/iCXwlMoGQZvZS7Cx7wM6McehmzmAE5fspzDhExIgFYy3uoDsDCow1txmKfirTjNOdb3H54Hb6XvyKrMQYzjZKkF9Vyc1Mw5AmA4zmeLggW6bTKiLeapl3EJ7gIrnGXg6fvB+ci9rCO0jwMBWRleG9T1k13HvjcEwggwbuCtzEPmmSe+R37EYe0dQPAUAhrJwIK3Mt9wuqLvMWeDY5BAJ+RAXmFiXhAwyTxKRPByP8/J1kK3DPYtfA7B0hzn1wt+p08EX8Gb0bWZ7ziQmU/MNQhZAqc08q8vz40Mj36Jkz0ZMe9xxsH/kbXRS8n0QvY4/PDDt+gHujV78xJwgo2OQFYwQS4Pzutk17LvuwaBPDU8xHce7pr2rdUQAjiIEpXjq1CDfdS9pjYqgyTjKUg4eiqVUYedWTi52AcsTCVqSAs7fhK1y3nluvgV64IXpHTva6MK0+E9vigzSLnBRIRTDUdGmMJ4cUw44w3HXD8taxYmnFw4v4IETjjpjHo/Ajgyw84v7goHMOOmOxyx3Ykiyj3RYjBfhBQvqHRFHzAAooQQ6YYS0RXEfWC4gzWhMGQiIHAORkPewcELQ0TuEtWOcR7FDAULxQEFrCvx6gp8rM3egQBCMYIukdnBcpt+fDNvcSIx/rwBPdd3RgQtjiOUb/YB6irCQMi8Yz5xT5kQChDnovAEDRI4CugzihkKFmsCOGEMNDIEco0AEeFkL8IzMJ57vgMvYXzDYxl/jHGM7l1B8CSuTfYWmdUYJDIhjBHME96Zh/TV30ewHX4nGj3VMcHjg585FyzAIGjswGGIQ541j1KMHIORMTyvg23ZZ0MgKgKMQ0ptEnGNIS2YudWdMjGGe0owdYdMjOyAETDRnE6GYzKZeM2aNU4mJuiEQAAMeSYTJ0PRvs8GASpuMD+Q3Si/68mPTeS/ruatBGEgU5KtheHaZ5T5vnT27uV21h0vAySah9nwVvglWMCXg3I0GTbw1tNPP90FeRpv7exp2e/ZIMA4JNuLzCsqHuCE9dSdvJUALYIweeEgzpSYi/A05ilzNqhf+rb8vGYtypW9CTsT9iYcXtibqG7CnEXXN3uTR37rvVvG19bDPidXxtkTdnrRMPt2hZ1e7nvNfmrRMkZhJxHlDDnHOwVaVfFO1C5OqrDTi3b5HudXuN1mrasa1aFHu9kQDpBERF8pw+jxydPoPn/fiY6373oXAjxLHFxh51dfLXuIAaqrDHHhJ09ZFyLOiDLrKsLwmCpCLtV1vYCT6hh+CysWnR1vvxsCmSJAHXMUBjKbgpTN+A62k85nDOhErFJSoisJA3jQCJ7JtdKZiygsqTJSMrmeHWsIJEKAKFb4KE7qoEGLz92lsGIgpNwhUaK+jGKivib7DuNhquhYfx7H+Uh4/12675zbGX8GM5+Fk267dpwhkAkCGOeItiYrM2iYo43ulomJ4jaZOJOnZ8duSwiQxQQ/IGgySF5fwyjd1UTwI0Zw5HGypTOldOX2bHgrcq7x1kyfjB2fawQI9CKrn8xDMpyC1J28lexJshypjBKFmIud6Y3pzutE1/frV6Lfgt9lox8H27HPuUHAHF+5wXGrtYJjKREVaepnMiITKuygwkmEY8A7qcK/+7bIDEtGlBX0ziR/TP6mtFL/d1e9u+uqUT5I3APZdc7Rpdk+3rnFu7/P4PH2ue8gsK05v7rryRHF0hsJ4YYyUkT1dJeTsDfiZH3OHQLsp8NraxLGuK40yHXlvaGwECnXmSGgK/tgbW87CGA8DxvQu/vuKfFCKcLeSDgHKddkexf0xqfX+/qMMYnSwVubKI/UG8nLxES8m0zcG59g7+kz5cN8eeyt1WuqfFA+vDcSjkHjrb3xyfXOPpOZSfWDrU1kUvdGwuGGvYmgzkRZZr3xnvpSn63UYTc/zXRLAqbbrUQl/shmosxhMiKTizKGYaLcIE4iCIcRfQ0SzoQBGrmTDXVVqUOcXGCRiih1h4MMpxcYmfMrFVrJfwuXqkx+ZOa/4IBNlqmXeWvi2mIsh9vsq2UPo2CUi3MefvhhV5aJkmo9kVDu2VOJ1HcMcyaMdP6U2FiWcjinnHJK5wfbEb0KgRc165sNeHvys6U0DdkvzFfLHul8eFFDnk3g2V+NPRSN+g4C7LVA9Cv8NbyXYE+5S6KEKRfJXA3uxdRT+tcT+8HG6xg02d/GqG8hwLOlVCn7n/REMpk486eCTEzmEPtTGfUNBMj0Zt/qAw44IFKWdXegYLw1c5RZfwkk2toO18x7bmd0hgDPlqBI9sPsiQRvpcwh72Zv6nlPyDK+et4zybpHlO5LRT7zKXxMsLRh8LM/LpzN5b/vCe84sXy5xWT9IaONV/NTT7lDuB/KNlLi0Sh9BHBe9nbyZQ8rdaNOo+wRQBFkzy/2XOiJRHQrm6oapY8Am7uzkS1ZckZ9CwHqtj/33HM9+tmS6WXZXumPO4xy559/vjyl8g2bPRv1HQQoMcw+d9OmTXOl3XrinZGBk+meZD3xPrqzT2wCT/ABhhyjvoUAz/a4446Txx9/vEfemMnEmT8W9pKboUHFJhNnjl1PPeP555935Q/ZR+uII47okd003pr5Y2H9Pffcc+Xee+/N/GQ7o0cjwLNlv7sHH3ywR/YT3hqlnGqPvJk+2Kn8PnhP29QthTNZ0rn5ZI6vdM7tyceQsZaJEwvnXsOtt7rst0SOvp58r9a37BFwjlDdA8fIEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ6DvIGCOr17+LBM5sWIbN6a8q3ScZQnb1bJDPZ1Kr7lG+r/5ppTddJMrZZjoPsL3gNOLcnhG2xYCjI10xse2hYrdrSFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAr0bASt12Lufn9uzSrQMSpA6y14i0yURse+Vp/yxY/3H9nfaxWmWzFnA7+H9nyi7GGy3vbEu/EAJw5JLL3UvLsP90jf2AaPMYSJ8+K1Vs3+6u69dCEOXNZ1obOTqYl3hjOL5h529XKdCy/L15PKducLU2jEEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ2BbQsAcX738aRfsvHOHO8DIjyOHfa8SUdN99yX6WoJtJXMAcS5OpURE2cBw2+y7RQlCTzgaws4xv+eWPyb4Hm4v+Fu6n7kvXkXHHOMyweqvvVYab7+9w+k4SJLdd4eDt+Ev+s+Z02vunufMXAgTY9KedRgV+9sQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDIHej4A5vnr5M8SxhCMnTA233CIVjz0W/tplOyVyJuEECGa/4CQiKyacKdP4+98L1wxnffmMqvAFg840fgufx3dcg/6G9+fCYZGor5wTJK7tSxX6bC7KPfa7556Ezr9i3SQ8keMrUd+C17HPvQsBxk6iuVH+m984J2jvupvEvb3zzjsT/7AVvl2s87An9WcrQNCnLrly5Up3P/ZM+9RjdTezfPlye7Z97LHOnDnT3dE//vEPWbFiRR+7u237dl5//XUHwPTp02Xt2rXbNhh97O4XLlxoclMfe6b+dpYsWWLP1oPRB949XzWZuA88zE238NKmwNhnnnlGli5d2nduzO5E5s2bZ+tvHx0HCxYs6JPP9sILL+yjT6zn3FZeTKnndKfv9wRjvHfSBO+28IADJN0ScjiegtlcNSeckDCrxWc4eYcWjiSu7Z1DweuTAUO7QcIZRRZXmGgPp5J3aqVql/22/PVpB4dTImcEvwXvqzOnF049jwGOs427797BSUf/6Gfw+lwn2X2F+8qxRr0TgWTzDKcXjs++Qnl5eX3lVuw+DAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAyBbQIBc8l0/WM2x1fXY7zFFZIZ5Lc4qJM/wk4qHFnVBx/cwfHjm/EOtXCJwfbf1ZGF0ydMyRxK/jifIRXOCvO/48gKljnke47dMGmSP6TTd5xXifYkCzq+aCSZMwunF23w4v4pq5iovzjREmXIddpBO6DHIZBsjvU1pxfAP/fccz0Of+uQIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCCRH4LDDDkv+o/2SEwSs1GFOYNy6jeDcKbvppoSZZPQsmcOL3zi34tFH+diBcGzhDCKjLJGzKNF3vhHaLb3mGv9n+zttskdYolKD7QcFPpTdfLO7fuCrhB9ps+n++ztks+EU5JVqHzH6GnbQJbyIfdnjEdiWnF48DGOSPX5IWgcNAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDoJsRyO/m69nluggBsqsSlfVLdTmX5aROLxw/yYhMKZxfqY4Jn8t+YTjTkp2Dky5cVjHcBn+z55cvZ5jo9+B3zkmX4prBY4Of6WOqvgaPtc89G4FtzenVs5+G9c4QMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDIGtg4A5vrYO7l1yVfb0womDUymZ04kL40wiwyldh5Zzfmm7OKLSabdyxoyUx9EHrs8rUXu+7GCijDHOTUa0RclG2qXPqYhr4ICzfb1SodR7fjOnV+95VtZTQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEuhIB2+OrK9Hdym2zNxZl/nxJQrKicPjwng0lapcsL7+XWKZt0x59pF+0kW3//PVp07edawz8Nex96yNgTq+t/wysB4aAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCPQUBMzx1VOehPXDEDAEMkbAnF4ZQ2YnGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAh0KcRMMdXn368dnOGQN9FgGzGjbvv3uEGy3/zGyk+66wO39sXhoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAJ9HwHb46vvP2O7Q0OgTyLQ8tJLHe7LnF4dILEvDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQ2KYQMMfXNvW47WYNgb6DAPvKBfeDM6dX33m2dieGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAhERcBKHUZFzs4zBAyBrY4A5Q7Z56vwgAOkcP/9t3p/rAOGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAlsXAXN8bV387eqGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAI5ASBlxJsEZOs4eLiYikpKZHKykoZOHCge+Xl5SU7vNd8X9hremodNQQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQyAkCTU1Nwqu6ulqWL18uQ4cOleHDh8ugQYNy0v7WasT2+NpayNt1DQFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEOghCKxZs0Y+/vhj5wTrIV2K1A1zfEWCzU4yBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDoG8hQAbYkiVLerXzyxxffWtM2t0YAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhEBmBlpYWWbp0qaxbty5yG1vzRHN8bU307dqGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAI9DAEmpubZdWqVdLW1tbDetZ5d8zx1TlGdoQhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgC2xQCa9eulfXr1/e6ezbHV697ZNZhQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBLoegQ0bNnT9RXJ8hcIct2fNGQKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAI9AEEqqurc34X7B22cOFCqaqqkqamJikqKpLKykoZO3asjBo1KuvrmeMrawitAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAT6HgKNjY05v6mHH35Yli5d2qHdwsJCue666zp8n+kXVuowU8TseEPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAS2AQSam5tzfpetra0J20z2fcKDU3xpjq8U4NhPhoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgCvQcBK3XYe55Vt/S0bckSaXnxxfZr5Y8bJ/laV5N3I0OgryEQ040Za88/X1peeklKLr1Uym66qc/cYqypUWLr1kpMa+RC+SNHS15xcZ+5P7sRQyCMQEyjj9pWrRQhYqigQPIHD5G8svLwYT3277bVn0isvt71L3/wUMmrqOixfd2iY7GYxDZukLYNVe5rMM8fNnyLQ7L6o0Wf69o1EqOsQp6uZWDTL3fYxGprpG39WpG2mFsj84cOEyksyqrL3Xly69LF2ve2+JjXvueVlHbn5aNfS+dp2/p1EqurdW24+VpRGb09OzNtBGKNDdL2ia6VSnmlpW6t7E1jPu0btQMNgT6AAPJ825rVIi0tm2Qb5YFlZTm7M8e/q9a79hz/VtkJGapXkMp9rSuXi6gcIloOqWCE7gPSS/qOzBrX0xoc1PlDlH+X98sZ7LGaamnjucbaJK+oOC6XFZjpL2cAW0OZI6CyautyLWXmZdaBg3Iqz2feoZ5zBvaa2NrVwroAFYwZqwpPL1mHuxjGWEO9oCOLLvPYsvLQ74tLuviq1nxXIFCvdo5Zs2bJHnvsIeXlcRsN5Q1feOEFWbkyrpeErxtT/n7HHXfIgQceKDvuuKP7uUXlodmzZ8ukSZNk6NCh4VMS/m3cLyEsmX+JAT22cWPaJ+b17y95AwakfXxXH9j69ttSf+21zgGQ6Fo4BHAMGBkCfQmBpvvuax/zjbff7py+FY891qPmZlS821Ysl/r7/yQtixa4Jiq/e6MUjJsYtTk7zxDo8QggFNf+5qeq6FdJvipTZWecL0W77dnj++07WP/APdL83tvuz/JzL5Tizx+oSk8vSMxXB0bjy/+Shscfdn0v+uzu0u/Sb/nbyvodp1fdvf8nLfPmSp7iUXaeYrOvYpMjan57jtQ/eI/EGhpU0Rwn/S76uuQPH5mj1ru4GVUGan5+k+t7vsqV5RddLoXbf6qLL5qb5tuqN0rDow9K06zXXIPlZ31Jir/wxdw0bq2kRKB18SKpue1md0zhlB2F9SZ/+IiU59iPhoAhsHUQaFu+TGr/93+kTYPZ8tV2wHwt3Hm3nHWmaea/pX7aX1178O/ys6eqHjQwZ+13ZUNt69ZIzU9/4IzF+UOGSsVV1zn5ryuvmau2kVnr77vLyTa02e8rl0nRnp/LVfPSPGeW1D9yvwuoKhi9nfT7+lWSP0idmkaGwFZCACd+UGYtPfksKf7c/lupNz3rsm3qwK+76/dxR752bcCt/6MBkBYMxlNqXTBP9fufqQ+/zelp5edMlYIJk3vWA7TepIXAtGnT5MMPP5SXNOng4IMPlurqavcZ51YqWrZsmdx///2y0047OefXP//5T1m/fr1zen31q1+V4jSC+83xlQrhDH7DaYQRPRMii6pw//2l+Oyz3Xsm5+byWJxeNSeeKDjvklHBLrsk+8m+NwT6DAKt77wjNSecIH3B+UUWQ/M7b0nL+3FDOn8bGQJ9GYFYfZ00v/mGiwrLHzZCSg4/plfdbsuH70nzay+5PrcdcWw8grkX3AHCatuyJe19z2UkOrePQ6pFHYLNb81y0Y8lRx6XU1Ta1qyS5jdmusyjWJVmIGlkYe+hWHvfyYSLqTOp15AaQFo+/rB93LQeckSv6Xpv72isekM77tLaotmUvWnM93b0rf+GQGYIOHl+jso2ahglI7nt2JMza6CTo1vVseZlD/g3mQeaXN0riCz5ptdfEVF+kj96jL7Hq1z0hs4js7bLNtrhtpPPzGm321avlOZZr4rL/JqsATGNvQebnAJhjfUcBDRQzsvbyKzFBx7ac/q2lXvi1vm3ZzsnD10h86u3rMNdDR0VRZpef9lVdEFPa9NsVsuF62rUc9/+zJkzndOLlsn8evrppzO+yLvvviu8PK1Zs0aeeuopOemkk/xXSd/N8ZUUmq7/oW3xYmnipQ4znF+l11yzVUoK1n7pSymdXiCBg87IEOhrCDDvGn//e2EueuoLzi/KR5HB0PLhZsbQ8OhDUqzRosX7H+xvNfJ7a2OtVH30smz4WJXN/EKpHK+Rp3lx8aykcphUjNtFv46egr6sfqG8vnaGLK6bJ4V5hTKmbKLsPeRgGVWWm5Kr/6maKW+ue1nWNK6UgcVDZYf+n5U9Bh0g5YW5KZ+26vWHpWbZe1JQ0k+x2FWlVy3ppcbFon6DZOD2+0bGnROX1S+QV1Y/Jx9Vvy3lBRUypf8usv/Qw919ZNWwntzY1iDvVL0mb294XTY2rZfKwgHymYF7yV6DD5QCfQ7ZUuOGT2Tde8/LunenS7/tPiMDJu8jLfVxQ3358MlSPmKyZvREE2VbFy+Uppf+1e60aNNyEUTS5g8aLEU76zPIQem6NW89LRsXzJK8gmKpGPMZKSguV5txoxQUlcngzxwcGR4iIBseeUCaNjm9aKj5rdlagqxMSo46PnK77SeqY2rjwtmy+q2/S2tjjQxU3PO1z1qgUMdouVSO2VmKKiJGAWupgeY3XpHmDzavNU0vznD3U3zAwVpaZ0R7N6J8wCnVOOMf0kqJC0hL9rjnOlCfq0aJZlu+tfntN6X+b3/ZPG5Wr9K/75eyk8/ISTRhU81aWavjpu6TeQ7jsmGadbspi69syFgdRzvH7yvCv5SLaVJsMJ5BlGtsePpRh1HRHvtEaHHLUwi+e/fdWrnrrpUajbdBRo0qkSOPHCQXXzxKbyE7dRznYuM/npKWuR+2X7T+/ru0zFO5lB6hjs2i7EpNNrc1yQcb58ib61+W9zfMlskVn5EdB+wmuw3aTyoK+7dfM+qH9U1rZNa6f8tcXYe51ojS7WQPXScnV3xa8vOirWHBviyo/UBeUx74ScMyKckvkfH9PiX7Djk0J+t8sxrQnaF40wX5u/7+u6XsnAukYDstrZMl1bXWyIyVjzs+QlPbV35GechBeg9Tsmw5fvonnzTJAw+s1rIoG6SxsVV23rlCzj13hL5nX9a2unmDvLX+FXl/45tS11org1U+YMzsNGDPnDzXpXUL5I11/5LFtSrbqOw0tnyyYvOFnMk29H32updkicpO25VPdGN+94H75US2aWitl3+vfkre0/m0oXm97FCpctPgA/T57qTGuezWA57s4rqP5dU1/5RFtXOltKDMtXvAsKNzMl/bmhulat5MXYufUdm0SPpv/3m9Yjy6GLmscsxOUlBaGR9gEf5tcrLNP2Xtu89Lhco2Az+1n7D2Q/1GTJGy4ROjyzaLFkjjP58RH7xGRnv9fX9ymQBFu6jsnWXpOvh1/UN/br/r1gUfuyyhslPPFkrvZUsrGhbLzDXThbHPKGEt209l1iEl2ckG9Kt14TxpeOKRdmeXq3Tx8H1SctAXpfDTu2TbdaltqZZX1jwnH1e/o+t8swwtGaljfn/VGVSmzJKQURuffSJe9m1TW1TpoFRx8f4H6XPNjo/EZZv72sdNTEseNjzxsJR88UgpmLh9lr0XWdW4XF5drfO1bq5ra3TZePnc0EOF91ysB83NMfnVr5aqQXOd1NS0ylFHDZaLLholY8dG1y39TSPbvPVWjdx990r5z39qZciQIjn88EGufX9M9PeYrFbd8qXVz8h/ql6V/kUDZWK/T8s+Qw7RdT57/kq/Pv64XjMfVslrr1U71XvfffvLmWcO05Jf2Zc/Xde0SmWbFzeNeZVtysbInoNUtlE+nu1zRWZtVid1jJKtSsisjU8/JgVaYaFw1z2zludpE/2yau4rwpo/cMcDdb0vltameq0YWKh62qGR12HXX21z5Wt/lfpV8508z1rfpjogVDpojFSMjS7PO5112oPSquu9p8anpknB9jvkJCMOXbvqw5dkzdvPSLHaaQZO2U/113iJ1ZIBI5VvqexaVOovnfF7/eqFyv+my/oPXpBBn9pfKsd9Vppq17t2+Fw6aLuM2/QnEBzQOF0dJFqOHmpdsijOAy8sl8JJKldusj/54zN9j7U0ySezpknd8g8lX+WAfqN30HFSqOpmi5RUDpX+k/bOtMktjgebNXOekqbq1SoLTJIibRPKLyiSitE7SslgDdjYBghH1/Tp07vkTufMmSN77723bLdd6nGWp5G68VHUJd3Ydhqt+8Y3Ms74CqNDBljljBndWmYNpxt9T0U4vciAMTIE+iICOL3IeAw6v7jPgp137rWZXy0fvS/rz9eIUHW2kAreukwdexplVfLFo6T/j36VxWOMqQF3vix88qdS9fFMFUJatay+7i0ToEE7qCHk9B+qYJVevd3AqdISa5YXV/1dHlz8B9nYrJkXgR8L1Jh41vjL5IhRp6ozLJpRdG3jJ/I/H92oTqP/tLfsBflJFTvKN3e4Kboyrqy0etEcmffoTVKvRm4cXZspfif91UG4y2X3bv46g09gM23Jn2TaUnXm5OVLqzrTPBXlF8kFk66WA9VIFNXoulENWb//+Idq9HvVNYtTxNP4ftvLJdtfF91wqWNkw4LZsuCxH+v4metKFXijk7/GmEO+KmMPvVjyi6MpbhjRa267Sff4+kSKdt9bM79ed02Xn3+RlF98efR9E/S51i7/QBY+/XOpXjhHWpvrtV0dNWrB8eJT6cBRsud//8PfSsbvMY1kW3PUfurt0ihr9mfSfSowchXuuJMMulcdGVlQa0ONLPr7L2TlzAe02wVOkA82VzZknEw+9QZ1Qn4u+HXan4m2rvnR9dKgCholOcjOEt2Ti5JD/X/8a/cs0m4swYE4AKtv/I5TdIr23k+VZo34UyrR7KDK7/1Y8iqzc2LU3v4LLS1yu9s7pX3caN34ymt/KKVZRNXHdP6v//AFmf/oj6RZlb+25riCGbzFkfucptjfGPwqo89N/35eNnz74g7n4MCouPLaDt9n8kVjY5v8+tfL5fvfXyjNzW3qYNi8HowYUSzPPbdrVo4GyldWXXKOGi7nS+Euu2uE68cuKh2D3KC7Hspqz4f1TavlnoW/kjfWqiNc1562wFo2UY2uX5r0bZlSuUskI06btvfuhjfkXm1/ef0i1cO35H+HjDhB+dTXIhvrm9oa5fFl98hTy++XRnU0bEZdpDi/WL7+qRudEymTZxk+tvZXt0jd3Xc4J2P+wCFqeF3iDhlw2x8km+hreMbLq/8hv5v7fXXqFDlDcfDaJ475kpw85gIp0vuIShgpL774Q3njjWq3pQ8abElxnlRUFsgPfjBRvvKVUVruJJoThkCbO+fdqgY/nPhBDijq/Pq8fHnilTK8dHSkruMcfX7VY/LQ4v91xvRgIwSwnDXha3LQ8GMjyzarGpY7/v3Bxrfam/ayDY6py6bcELnvIDFr7b9d+8ghTXovQTps5Ely7oQrdHxGM0iDzcNL75THl97j5JegbMM9XDrlOnWUHOHknuB10/3cUrdB5k/7oaz5zzPOQBZTuTVI/SfsLpNOul76jfpU8Ov0PusA3LjoTW3/JpVtdA1jPWBQBmjs4ZfJmIO0lGhEo2LjM49rabCbdZ/L1U6Gb5z+d9d6+Ze+KuWXXJH1no4bv3u5GhUVGw1mKNSsIPQH9pka8Ns/adCQOtYiEmPl2RUPqTyvwYWKS/C50uSFk6+WQ0ecFGkd9l1qePIRqb7hO/7P9vd+3/iOlE+9pP3vKB8+2vgfufndK6RZ78NTvgp+BVIoh406RU4bd7GU5keTV2mv+Z05svG/Lte9Fle40s0u8EnLeBUfdJj0v/mX+lyjzSfXV+TW3/9S6rQ8JkQ525a5HzgZreLq66X0uFPc91H+aY21OGfg/Yt+pw5wzbwI8cBTx35FThozNfJ8bVPj9vTpVXLpJR/J8hVN0tAQ57H4AdkW6s9//rScfXb0PWTr69vkF79YIjfcsMjJ8U1Nm+frwIGF6kzaQ6ZMifZcWSv/vvwB+cvC37j7b1GsPJUVlMsZ4y6RQ0eeGHmdb22Nqey1Xr797XmaNVFHHJheUWUD5Xnj1CH4059NluOOG6I+08x5oJdt7ln4SyfbeP3G9//QESfKmeMvUdlmgP8q4/eml2ZI9Y++5zJXkd19hYLSU8+Rim9cnZU837B2iSx86mey7v0ZcR0zNC4LSitk72v/6QIWM+04PGP9B/+SebrOtyDPq6MkT/Vw1nr+w0kyYu+TZPIpN2badPvxrAdVU09zf7P+sg8rdpvSE05XXedH7cdF+VC/eoHqIjfLhnlaVpw+h7AZsssRMumE70px/8znFboODq9FT98mjVUrFPst+Sv9nXLGzTJ8z+P1U+bjkvPr/ni7vn7nqnIU73eQNL38L76WyutultLjT40cJEBfwWT+Yz+SxvXLnZ6Wp2u8WxE28XFsWp+5UHXECITet/ylPys2v3ABN4ybIBWqk23CcVfr2NF76AaitGCuaf8MEmNefPFFXb+ey3UX2tvbWe22p50Wn0PtX4Y+6Kw16ikIYHivPf/8bu1OS5JJgKNr4Nq17tXvnnu6tU92MUOgOxHA4Vzx6KMdsi195leqEqDd2c+Mr7UpAiZWV9seJZNtVAwRVEv/+XsXTVVcMdQp8gh8EMKCEwQz7ujmE5bUzpe/r3jQKVO01a+wUlAWIIRylOgNTes2n5DBJ5TumWunu4wpRC9eRBXzwlk0r+Z9Z8zMoMktDm1Yv0yF4h8KwjfRPOxFlKeaGu+5ILIXpi39o4seJBMLIxPZcNzHgKKP/SOXAABAAElEQVTBaih9wGUHRL3WE8v+LHPWz9TMrgKHOdhjdOK/tY2rXMQuEa9RqGHdUln4xE+kdsUHTukoKNqs0OfrZ7KOckIoItpft5k3DTIHNs2DqO03bVwlS6bfrk7Nt6R4wHA3xuPPNprzNWE/6OamDBqnNBANmYO+E622ROfrilfulzzNwCwsH6DXUeuBYgSRkZg10ZTvK/32CpV7Flm3vqmr8f7GNDo0Tg6wHDSuTbjxEW+/rSq+trCWxb+Pfona5e/Lkudud06v0sFjtTldDyJmMybtBd0Ory/g7u4p6Vlp/fDII2vkmmvmSb9++S7Tq7CQ9T1+an19q9x221Kpq+uo4KbVuD9oU4PO+KEKviP33aYL+eMyfCcT602NWCabt0yzeFnTCA4o0oCJVY0rNBL72Q7Oh3QvUdW8Rv6x8mFZptkLJfmlmnXbT/lUhTsdx9Rra5+XJbUfp9tch+Pe1ozbf616Ssiu8TywpCAehcv6++CiP6gBWedZVqT46riJtWjgSkNdvKUcjBscjg+oMXRg8RDNlBrWjruOfMfLZ3zyuHMaRu366tXNcokaQ2fNqpbS0nypVGcX43PEyGKtbhaTO+9c4aL4o7SPfPDksr9oBt87zmlXVqjZ2soDIcYPzrD3NsxSOSTamCeLHfmFDBIoLtv0E7AhQ+5pdXRWNfn1zR2S9j8YVxl3y+oWamvxuUNwELITcgJ9f0Rlh6jEc31quVYm0XE4rGS0kzvAhBf3MX3lNM2sjG5QISvi6WX3u6w0L/MxV7kTxtKjS+8WshCiUKy1WQ1+N2m289MuqAbj5+Z1WJ0YmrWdDTWsX+oMimT0FmjQTr6uM56I5ua77Gnzetj6ycp4c6yTfkHO9gJu7msjauijfJSjHLT9oTqOWCsxIlJNgbWS7FWIrNs/L/i1rGtc7f6O/A/9DPNA/t4MWaSmccbeteDn7c46nPX0v0j7jyMMBz9VKbIhN1c34dy2scrhT8ez1aPa+0Tbvn3/XNt/jP5hSd18eU6fK1nPOP7Kda30eho88ZkVfxX4ZFR6//06ufzyubJ0WeMW2V3l5QUuM+uqq+bJCnWIRSUypa79fwtl2LAiJ9uUleVLkco3EE62W29d3O5sy/QanzQsdcENg0uGyYDiwc755QM9CFgk+GFhzUeZNtt+/Hvv1cnVV893GV/0u7J/gZSXKw/UYKQVK5vkjjtWyuLF8Qyk9pPS/IAT8+kVDzg+UpQXH++sxxC6JoFEZCrj6MmK/HzVADlHOkadzJ1Foy31GzTA75dahWamFJYNcE4Gxr6fS95OEfUStVrB5eOHbnSOEbKl3DzVTLIOa0/UC7jzmK9xewHOJNZj136Waxl2mwVP3OrsNuh8BJfmKe+G4IVRAzJcA9pHAj8WK/ZkPdN+8FlS+YeMu6xp0zpGOwTNOeK7wPfxLzP7t27VPDdumqt1LVM9DcpTvp2vVV1yQavffNLZD7Bx4FQE781jMv4McnGd3tLG66/HA5I7629FRYV87nOfk+OPP14OOOAAXauZc53Te++91+lB8RnW6WF2QBQE8tiA9n/+p8OL8moY2xMRjqhkzqhEx2f7XTjLhfbI8AqWNuQ+jAyBvoxAX3N+5Q8dLmWnnaOb1Y/UDBhVlFWIKjvtXCk98visHmPdyrmy/qOXVLAky6JNRn7uNBl/9LelZNBoFdCUoavAEJUQpjFurKhf7JoYVTpOiBzcb9gR7m+UREoTrlMjTBSqV+PSEhXaiaKHKF907OhzZJKWpvKGRCL5o9J6jTIjYghjBxHGo/Y7R0btq5v2bhJ2orbrz3t/w5tO3UBoGqRGxRPGnO9KGYFLmSrktS0bXXkjf3ym795wRaT+XkMOkuO3O9dF5tM+z2aFZjeQFRaF1r4zXWpXagkBjXjGebTdwV+RMYd+VYh2QkmJKxJRWt58TuGUHTQy7jTNFOnnskfy+lVIydEnCtFheUXRhdiape+qYD9Hx3ahc2ryXEcf+GUnJCPQeyF2c08ifCpR48Gl35aCcRM0DLjZRfqVHHqklJ1+XoTGNp/iyitoeUNKKyBwD5i4p4w/6ltSqeU46HcucM/TslH0tVjLDrq9sdSBQdZO+YVfk4LRYzZ3JuKngpHbaXTyyZI/ajthPygUHUr1lBx9gqZ6bHagRmze9ZvsMdExwubJbu0860tSuMNOUZt0JVaqPn7VRT8W6JhvbaqVcUd8Q0Z9/mxX7pQ1IqgcRr1QwYRJ0u+yq1zfaSOvTMsEnqJrzgGHRG3SnUdZoV/9aplWG8xzBqChQ4s082uCKyeHAwx9/M03q+Wjj+JraZSLEdFaeuIZUqhlXChXRbnG4i98Uco1Wy3b8pXvb5jjghkatFTdHoP2l2NGn+XWTMY8RqjF6piq0ZJ2UahG11lKsUGUfz1Bs5iIhIby9e8WdU7hPIliHCK4A/6HowGaoNlpJ4+ZKrsO/Lz7G/sHDpSNzWokzYKK9/uClLKXjJZYbdPyx5Q3LD/vK1mX9vy4+j0BH3BpUaf7YSNP1izkY9QwWulwr9fnQRZFVPrrX1e7cUepq+HDi+Wb3xyjRspJuk9AmxurjEdKc0YhNflracw33akY5w8efoKOm7Pd3/BAsleW1M+XhrbMxzxjAdllZf1S1944zaDmuR4w7Mj2bMSV9UvanWKZ9t/z/qZYo1tXKE18zOgzZaLKNvSbcfOWBrVEJTIbq9QoilF7tZY3O2LU6dr3o5xjGQOprjyuPGTU9j/UDPxW/Y8AJErJnbDdl7Qk2HjXHIZ1HIOUboxCNUvfk9VaYqhUM5tZd4fs9EUZf+Q3hUxnAliKKodEabb9nNWzn5C6FWrIVr5UrOWiRh80VcaofINsk69OtUIto5gtFX5qR80+1swozZBo0awAt3ZqNjLzOE+zw7OlUi2nXLzvASrSa3bs8qWOf5ede6EUjFC5PgsiAIB1Nl//K80vl5PHXqClN3d3LeKQbdTsVkrFZkPwaTKcfbnHvP5qd9FMr6I9PpdNs66MH+s8dlWc+IeMON5leflMiZqWDTqfl2R1jfwRo1y2gpNttJQXjJX9S0uOPTH758p4VJms5ODDNR2oRNpWLBP2Uyo7e6qWgNw5q35TOYMSvBDO8FPHXuTK+PE35VsbWuu0vHB8LeW7TGnatDWydGmj2vzzZNWqJrnyyjHuNXhwoVvn+e7JJ6MFCaxb16LOoRXOYYQcM3Roodx000Q586zhKk5q0Jxmm73+erUsWNAxQz+d+3i3apZmxDY6h2m/gko5YuRp8vmhX3RBAoW6VuLoxXEYlR54YJU6thrUAVgoEyaUyvXXj5cf/3gzD3z99Y0Ouyjts84uqPnAnYqT9zjVAQ8fGc8MRHaqb6tzspOfA1GuUTB+kpSfNZUUNZX5NLhHS1uXHHa0FB98WFbyPNU4apa+o+twvjRridlhux0rYw+5WMo3ZfESYBmZVC5bNetRaWnQspI6vglOZI0ftuvRztFTqMEUuaACXQ/KzjhPy/MrT2pU56Wux+UXXqb61VFZNb9hwRvqEHxVSgaMcIEYI/c5VfXAK+K6iOqwlPqNSmDBFgAE/jIuKOU+9rDLVNc5ywWVYCvKRYBl0Z77aNl/1fmUZ7OFR9zGda4UfmaXuHMwwg3Qd0o/UrYSXb5pwwoZc8hFmn11ivLtgc7OlY1+31yzzmFTWBIPtilW/JE9Bu34BXe93ATFRLjxrXjKbrvtptmoqR1+22+/vXz961+Xo48+Wvbcc0857LDD5NJLL5V99tknZc/Rqcn46oyyl5g6u8I2/DsOI5xcYeI7skjqr702YXlEyg8GHU/h8+1vQ8AQyD0C3vlF1iXZXp585hdZkL3FCZw/eIiUHnOS2yfIOb70ZkqPV2b+aRUSsiDqZkNFFYOcgIMDAGaO0ECJAQwL2RBKE3uloG3ioHpj3QtqSIsbKClYBYXLaqR7vTbVcojAG6aliojaXqWKG4I+BilP4dIO/vvO3klnr12hxlDtd7NGng361AEy7sjLVZHV/9UA+MkbjyRM/++s3eDvGJ0whDbpPlwYEN/V6HMMpBjVUKQGaXYDBrqoRNYYBkucgBiGiVzkM7gTpa63Epmq1FlK3xBMhu5ypGz3hanOkdS0YaVGoUU3yAU7RElPFKgGrZFOmUCMQzg0ivbaN3hYRp8pS1CnQjElPYmaqxi7iz5XLS2kTiSyp5Y+f4f+1JxRm4kOpqQNJRmbX3tZ2KsMKv68GqezKLVHG9VL3tE9vWqlZOBIze5ocg67yvG7qhFwrMx98Fo1zlW077HG8ZFIDW9F6lykjE7TzBddEzjwys44P1Jz4ZPyh4/Q53qMlrZ4wRlvUGxx7DhnVfjgCH8X7baXtC7VvVZfmqEbSTepcUjXzhNPVyfkxAitxU+hln7tig+d07uxaqUq4cc4hYqSh/zGPnetTZsybSJfRW19Y8ZL+Zcvlro7f+v67hxfqhwW7b5XFq2KzJ1b7yKKd9utwn0+//wRqoiM1tI69fLII6ulurpVNm5slZUaYRyV8so02/aIY6Xl3bfiDk1tyI35k86I2mT7eRVFlS4zBYfAUt0TkSyvanUWYZBqUmfPyNIxbi1qPyGDD6yRw9Q4TzYQTh72iyQ7C8Lglw3hfCnVLB14YL4W1CICm702vCPMl2yMmnXk++bWRDUgNPztPvdV/sjR6jA9U8dT4oA8f15n7xi4x/Wb7BxzbXltMl+NaC2aOQHPAiuM3eAXlR59dI1zupJYevjhA+WKK7ZTw2WRPPtslfCbshc3JltaYlotNnNeCA8liIRsj7nqjMnT+4HIqGpxEdjReo5cQbT/6PLxTn5hnPBca1ur2xuEv4ZLwbX/2OkHlW2Ufw8pHqF91z1IlHdXq9yEgdq3yfWjEg6pkbrPCzITGQAfq7OCcod1KhfUbxrzBMxEJZxb7P+GsxRZgwywuGwjsqJhSVayzcb5r7luuYhrzcQfrbJHuQaCFJRVuvKH2WZ8rXufcqpa6kplhKGfVdlGSxoihjVoEBT74OaCCCQp+aLKNs8+6UqDeWNx0Z7ZOXd83yit17JgnuOxfOf498ln6f6cw/0hkd5LtJrCduUT3HzCWc9+i6u1JCfkA9iyDQApnKz7p510pu5pfK8L8KPcctlpajxWuSEbIoCBMclcRXbFqc+7n0/I3fyXDYEvMityH44pCEdVySFHZtNs+7lOtlnwsdvPkX1k83S/2zINNskfOar9mCgfCB6BRxGAB1+drWsZvAqqbamJ0mT7ORs2tMjbb9dqNm+hsJfjYYcNdiVsUabY1+qxx9a6JJioQTcffFAnixY1aBbBAHnllY1ywQUj5WtfG61ZxDW6l9hawTFWU9Mmy5c3yac/nXk2aIHqBmOVB9YrDsgb87WSCGMIvRWM2O+LTNmo9OyzWmZPnXPsf3bGGcPlsss0MEyzn//2tzXyr39VKTbqiFijwXM6NOGHmRD9Yt89eAn7Pf9Hs8/hJxA8MU7ZjXlkjNITT5Pa22+TWJOWCyzVTBiV54v3PXBT+1HeYkKQX6Pqk2RKlWjp+QnHXBl3SqlTZ8l6yu+p0BCRkNtrtYxtiQaxco2R6tShfG1bY53+/YnbPzli01ucxnpACVJX8nRTdYuyM7/k9qne4sAM/yAoF72Jqh8EPY7+wgWqmwx12zEse+GPWWV84TzaOP8NxbfNydSj9j9XHYJH6f6Wus/8msVCsHQuqEjLocdqa6Xh0Qddc+hpJRoMQgnXqNSqjky3V5uOESq7UO4Rpx26Mve1eo7yWyZSRKpfPd8FP5aP3N5VjBm575nOWTpgyr5qV9BgP71Oq46hbYkOOeQQ2XXXXVVef1TX4UUdbp1Mr1NPPVXKVD8MEs6yo446Stfl5erYXxr8yX0ePHiwnHzyyZohPLbDb+Evomsg4Zbs74wQwIBedtNN0vzUU84JFjw5nYwvjuHc1rffbt+biDYx3hcdc4xznCXLKuM8XlDbko4RSxj6g/t+4YRL5MDjfBx4wb74snBc2/eF/qQirtd4e8f6qWTLQbTfcMst7fdZfM45UnrNNQmbDPbFZ7Oli4tvEIekvw//HdfzeHINnJMtL77ofqb9gl12cRhl6rBM1l/aBDde/rq+L529J2vTPw/6mGmbnV2zr/wOLji4ak44odc7v7rimVCyLu4EaHIZL5SNgfqP3905Bvwmr1GujVI5oGiIiyAkMwunyxo13HhChkcEiWrAqSzSNVeNWuu0bB9R0E6Bjdsr/SVciaP2PzL4gHMBg3aRlkDgM1Fm3qBSVDFY7yy60cl3g+jth5fc6ZRt+o5xyxOGWIyiRBRGJTbrptwhyjyGVS/uYcykTA1KUVTsGTc4iHiGpUOVN2ipBah8+GQhYro5Uw3Nnd31/yCYNteuc1lpRLP1081/fVnG4oohej96R1kIxl19B5RvQBHE+VKohj6wh9jLhAy2GnXOsD+ZUW4RaNMNo9kHIF6upE2Vzc86xZPofzIPWhtrslKoctvbjq0t0xJDOA923rmfRlw3y447lrs9I3bcsUxLye1FIKpzLFAqqCfSmLJJMuOTJ9xa5g3o9JNyh2QeUK4KY34UIhK6f9EgmVvzruKgRqYAj+I3AgWiOgFwCpFdwPq+Wp11OFwoMxumqOtwuJ1c/43T6xM1bONwxIm3umFF+yXgIfCVkk2li9t/yOADDllKGq5Y0ShEuw8ZEh9/f/jDFPnJTya5lsgKiLK/CTx6bPlkeUHLTPIMg/yVMk+FauyFB7o1P4M+cyjPCyMxRhT24ooH3sQdAMGmojoB2HOlWANjcEzBv71xPtg2gTNRabiWN8TBRd+5h/WBkowDdC7g1EC2ikoE9FBKEeMqfffZJLSHgZ3vo86pejV6Qs1q2CqdsKdGvY90f1dqEAvGLQxQfI5KjcjEinmeZvaW6gb1PrPArfMNf3drfdS2e/t5IzTAAEfIKs0SbFXDs3d2cV9D1cDO2hnPGOx5dzqmfJJbxyjnx5j3gXe+p6wDyMbbIg1UPY1SqgvqP9L5uuVzpYQljh5f3i9TfKqqWoTX+PElLttr110rXSk/2vnDH3aQn/407sAYMKAw06bd8fAOeAiZXv21TOBOO2npN80s2333Cs302lO3VIoHTQwfHk22mVyxk5YK/Klbh3F2BfkIQQPw+KjYcAPz59dLbW18z1Ucc5Q5hO6//9MuIInPI0ZQUYBPmRFBNzi+5qxTR6z+x3rviaAV1rl44EqExn1DXfAe05KJlDosKCrT8VjngnILywe6KxX3H+bW5KZqzUSPWNqdCi5tTQ0ukK1p42rpN3KKC/Yl4Be9Cj0Rx1JPpQZ1QFHyt0V1WarzELSpHVa7za6yRO0VDU31Uq73FI1izvnnxoZmd5UOJnBZw7a0tB8Bl5Se7KnUqveN3aYAPBQbnII8U+G56ncEu3JfUcnv7YxzC32734jtFZs8Z/cgC6x23Uft9oSo1+iN5+GkmjhxYkLH1047aQZ3yOnl7zFfg/XIAEvk+Bo+fHhaTi/aisY5fC/sPSsEnMNE0/JwVATJO2yC3/nP/IZTKnyO+12dWDiRcGphwC8+6ywp/a//8qe2v+Msw3GTjHD6hH9P5PjiOvQl7CSiXedQ2+Qgoi84+ZI5wBJdjzZwfOHwarj1Vv5sp0T4pIsLjeDESoSLv0Dzk092cAhy/zwvsoE6YL8JdzAr0XRM7rUz4hngYOvQFiduckbyG8fQJn3m+qkolxikuk5f/w2czfmV+Cm7tG8nB6jlMyD7UgIAgQHmHpWICn9t7QzNNpqriibyQb6UqZES4rfgJsFRrkFW1FsanU8UHsYhyhkVqPKmW25rdlmD+y5Ku/FzFAyHh+KiFIBG/1CBeIsv4mdk8i8KFIYhlJFhpaNkTcNKpzxhUKtvqXUGBfaziUorNap62tI/uf3OUOgxPqHYgg3ZDBgys6GO5QIYRHodzZTDGRDc8yub63TZuZu0yM1GTwaoRtCpINaTqd2QyoQKUGujenz1u/IRk13UYuAn+5gTBFgPtCSgGvuCZWFwhLU1a3kXNZKKU6pycrEuaCS+YL366pbzvq6uTa66ar5zPGy/fZmWnxgtBx6YWi7pgs6lbBKnwlMr7lcHS5kz0jSqEQ4nF2tlna6VtW2bs2xSNpTgR/gG+yW9vu5fLvNFc2+lxGUwsWY2u0zcBKel/RUR4a/qXk1k6rDm42gp0WwYzK6+fFLajW2FA59f9bjLAmIPyo0tVY6fcA8YQhsUe8piZUN+GWNd27Qku+YeemiNUAaxtrZVI+BHy9lnU7Yqs7V5Ue1H8rzuQcaen/A/rkHf+Uz0eysZXxEJx83MNc/FS6PlxbO/4o4ozWzX0olcIxtib6+3N7yq7eh6ow25fUvVKI+8QOb8lqt/5leiDDJ72g0uHi5rm1Y6uQyjf1OsSTM+Nmj70a+AXMeeQGAUb3+VOvEI4IljgwMYQ3tUaufRrov8E+8rAUpkbpcNnRC1aXdebNNAjMsGm3HA0IihNV+NsdsisV6xlyLOWJz5a3TclObjHI25tWxtxD3bugvLf34yzTnmnHNL2SFZiRj9Wcuyna/ddQ9dcR3m6VtVr8hHmvWJI4dMXvb3YuS36HoQD3rI5srIHlrWfg2yE2JqfE4RbHPvvZ9oxpfuxaMZTkcfPVi+9a0xGV/I85A5cyiJCx+Jyzrr17fId7873zmWCPQhk2q//fpn3P60pXc5vamycKBiUe30NMYNuJAFVqxlJ7Mh31//7u/nj39cqRlr65zj7vvfnyBf/OJA59DL5FrvV8122XvwJp4ze4uyrrGnHfO559Pm9be9r5u+ynaPLzcqsW/Eh0u8eZXRstneob2PXfyhnQdynQBE8EDK8RZrJnTOyLevAxP9BwcSASY9mlhctL9UBXLknqvun67PO7u+u1GjbcftQl5OotpHm2JTpOUUqSqzLVJdXeJMNxxYqSjZ78naS9RWZppBohbsu6wQyCTzBkdI9cEHJ3aWhHqBEwSHUTBzK3RIVn/ikMIJlMjpFW6YvnAs52RCOPHCTq9E5+NEShcXzqdNMnrS6XvwejUnntgp9mSudYY5DrJ02vLXpk3uDxyTURQMqg86KGMMkl2/r33vnV8FoXqxjMkoY2dr4BOjHpCW7vLU/M5bbj8P/3eU99IhWiJKU47Zq4nNXn15gZWvPaiOLzbyjjuqorRN6RyMT2R9oVCNLhsnl065Tk7UvawoT+ipblMJCf93uu9E/qOEE9XGhvJHjjpDLph8te5BcnR7BB7lTdjHygso6bZNdFOR7lXVXL3WncK+UOz3Vb9qgSuDQGRRNkQ5RvpOCQqi8MjOOm/CFXLSmKlSppH0lGShJMXapk+cwpLpteZufMcZhkcp5ig8Bw0/Vs6Z8HXZe/BB7nuuQXlFyppgkM2UKK1HPWv2vahh3GgEWsPaxbJGN35FEveycqbtdjieMb9JeKWMBvtVxDZqqcwIfabtPHXmFlUM1awvLS+iTrrqJf/R57rM9X/jwtnSrJGAuaRYYAPylnkaTav9z4bIQER4L9asLqIWKUlBqY5Vsx9199PRIRntauwC53GnhbZ1a6RVS/fEqFOfA8JhtFkB0YyGxQuljVIgKCw5ILc3mR83tTXSMk+d70kE83QuR9Q/dfNZJ1G41703w5XSqFn8H9m4YJYUlw9yzyWdtjo9hsmj+6pBlGpkvyz2bcqGiLZmfy/KxRF9PXt2tSuf89BDq+WZv68TNp+fM6fGlRzK5jru+TFnN1Hr/LnStlqzfLN4ruyRxXqJAwyjP+v82eMvkxO3+7Iz5BDRzDq2QbNWMl15aJPyfRi1CvQ/nJpfnnSl7nFyoezYfzfHW8i8IbMBPpUp4URYqf2nZB0R1hP67SBfnfL/dE+l01yZXt8ebbNOZ0UB3GMbqnS+ajZPQ3Q+hXOOsk44MtgPanTpeOVRl8vUSVfFyycVD3HPBOee32cz0/7vvLNGEes+LNttVyLvvVfnSl9Rtur225fLCy9UaTZijZapalXjYuaq7fu6vxeyweCSuOLN3m1njv+a7DxwL2fw5rli5MWYmSmRYT6v+n0n15QVVOjeWzvKVyZ/V07RPY/89WiT0oFRnmtV81pZUbfY9RND5Sk6HqdOulr3KTveOX1pG+fdBj0uU6Lvy+sWuQAbnFBkl5038Qp9fVM+VbmLPtvhesW8+JjX0tGZEuOd+TJMs8rYP2ySYkPbx+r+auyRM1Yzb8AEuceX3crkGpS9goooU1W1wu0Dw/uKl5MHf2bSvtsrzBlE87S87UdCdH39mkWyRsskBQ3rmbSZ6FiyGjyPRbZpXbxok2yTG+mJPRY9wT/cvot6naiEvI086gK19J0sWdYC9s0brll8Q9SJCpENFnU92Nw3xcDzjAYNktO9QJ3ct/mAjD+9t2G2jmrNjteyuaN1v7nTxl4sX554pfY9rovAO5CJ433P4hko794s26jzaMHHcf7tjbAZ93zLE9hHyWMTq9PKFHPfV9kGp080IvMTRzt8FEc72bAXbf9d3evyPBlXrnu7qu7Gd/BgnISZ0qBBhW7/qurqFpe5+8Yb1a7s4KxZ1fLgg6vcuj/9ufWu1F+mbXM8+0PCQ7gOZRVfe22jk23YV+zpp9e59mfPrlHZJ/PWweODjXOcAR09kv3szlUeeIGOewIJBygPZC2DB0ZZ5+nRDjuUSUVFgfa/QDw2lIC8886V8vLLG5xchi+PLLZMiPE8r/Z91TEHuTUe+eP8id+S08ZdLJMrPqOZmUXuHrgv9svOigJjG5m1beWK+Jj3czjDxtHTCKAkQwd9h/J6rMFUGtkw/3W355fL5MmwXX842WP5quPTHnO1evHbTo+qVnkeO0gwuM2fE/Udu01M1zBPza9r9t36eBlR/12m7yVDxisuRarLDpG6T+Y6fLBPLH/x3nhTgeeRadvwOHhsvpZRREeuWf6es324/eA/eFF/Vllsk3M587ZDZwT4EWUPW5coD8xiLcNug2OObEEqGW2c95p7rjXL3tfShLoXreKCbBOVivoNVsdiqVAZCQcX2W+UVFz79rPOVlSk2YjbKpWWJg6CW79+fUpIkv2erL1EjWWuHSRqxb6LjEAqZ0awUe88ytRZg5OFrKFcUqIsrHTax+HkSyymdXwajjJwwYmUKS4+myqdfnAMziecS+kQmCfM5NKTaSNZllyqtrnPZA61qBjgxEnWZqq+bCu/9XrnlzLymCpV7N+BFF9z281aH/mvWT2+AVP2UyGmwJVOq9LNUhc9/QtZ8OiPZd27/3S1iuMOAjV2R3A0IF74iEqiyxo0C4t9rCg9hDHT0z9W/k2W1y/0f6b9TuQmxUnYmyVP74EsJ0o6zFr37/ZotjpVZCknmGl0GwbufqM/vUnAy1Nn15sy/9Gb9HWz1C7/UK8XZ7VR94Ni7zNvXOKG12m07Nzqd1yEOhlfKN+UG3px9d8Vm0VpY+IPpIwQwjs449j6/+ydCWBVxdn+3yQQCNkJEPYdRBYFAVFARAVcUHDfsbb/ttjWurSKVb5+tV9rrbZa17p2E63a1n2p4oYILoCACgjIvu+QkIUQIP/3mcvEk5Nzb+4acm6e0XDvPWfOnHl/M/eec+aZ953N+9aZ9dU+2fmutqWapf9hwBceedE8zOb1Ocn0G4hfOxe9K6tf+72sfPE3Uq7iF0INmJB88I6xFYrxFYt4VxXtlrJn/y4VM6arABPdAA4eljLVKwpCBm5cIWiufPkOWfPa3bJb1/bAjHGkA/tifBA8bK9Zh0FvCFMys6Vc617210cO74nuJbvzMUaAAV+E6Fg3/UFZ/eqdGl7yNWNPmQqzaPdDGFSLKem3Fw83WLRWXw98tVBKH7hbH0zWxFRq9cF4MNP/U1sXmkGc8n8/Lfte0rXcHA+I1XmjeXNYME3r3ksOblwvpQ/qvYquPRVtwoLOmR36mocchDXcOu9F7fN3Gf4Qfvfv1bX5EHpEPWVjTvjhPPxgWaXhXEqffFAq3nkzpmJ79coQrO/1xRelRvjCoMqUKavk17/WdRT2HzIDL926NZfevaOf6IAKYjY3/lIL9AGwabqgXUuffFjXfoheMEUYQ/RpeNJU6gz0Derpi9npb8BjVoUreA+v0QkWM7a9oWsKRd7v8VuJdSexhhJEHvwOz935oblWWeifbH/HeBfbz+G+YhZ3qv6m7NNF5DGIhoHVL3Z/Ih9rebsqtlcX89qmZ0woxOoN0b7R+wKsC4eB4rJH76teay2a4tCOmCmOawXCCmP9zJUlS+SdzS/Kbq07rqmY3DJfr7dL90b33briikLt6ikqbKUYoeu221bJT3+6QhYtKpW8vCbSuTP6ZIb9OkRkBgYm0WfgTY1+gnUu56j3HdbiCnzFUtSrao4s1PaIZvIH+g08sNA3IVwuVaHt/a2v1ggH+dbmf0XVrri3gUcjRCl4qa0t+cb0v3nqmWi9UxCy7V9rH9ef0UivsimBiUEKAeEMMfCNe4HZO97W9tX1a5QZfpwX7vpEWc2MiDky454PbYr7MdQMg8IYPMa9DLwkwBrftQ81dOkmx31guCfK63WiGZQ7uC+w7iLuWXFfhnUWIQjYwcxo14Bp2e8UM7kB3l07vpwuq/T6uvLFX5vwTxgIxJqvGFSznivh1rtWPl3XBymtfUcj6pRNe0IqZryjkx0i/w2rVTY2YJKcerCndeis1+8FUqLXQEwcijbByxZ9EeFO0YaIHPB18Xz1aH3PrB9r++H7W16R1aXLoj3Nt8cdvgZi0k3JH/+ver3RbzNE9g6/B3phNeIr7nkxKe899QKzYThhE9ZA+toIHTFMwNFytHNIarsO5jpePu1Jvbd5TsOnfTshJLKa18xtytHy0zp1NeuIldx3p1Tq/Vm0Cd/VNH0ewe8J2hTC+NdFC+WzHR9oOy7VYgP9dPrmF/S6q4PHESaEHzzhhBwTjhABFWbPLpKf/WyF3HTTSnM/AsEqRUWdaD3Njz4604Q3/OijInNv89hjm+SWW1bJ73+vE7TVYzgjI1W6d28uvXpFfm+D7zh+I3ENxCsm16zQkMivaQh53CvgGojJE7ieR/OcBpTnndfaCILwaP6PejnfeusqXX/1G1mzZp+5L0N46rZt4TEbeUKfR/0wQQLtukLvbT7e8Y75PcZFFddBPBMuKVoQeeHOIw4/D+P3Bves5S8/LxVvvRrT/TzWbUQYPwgwuL9e+cKvzRqOGJuAWBWYOKCVCHRPZ23qfI9JbJnt+6iApmFPtSzzDPvKnbL6jT9KhQoZJun3+OC+6AXl6kpo+arqSkq2ehvq/VnxbTdIxZsvV++O5k2r/qdp86XqusLlgnEbrMe+UscnIAoe0m2BtdEq1bbIf8fwDJzbc5hy11DQ6t28edYz5hq4+vU/6MTQ3WbpB6yF5hT3o7EBx+DeCSm1sJ0+p+mYqD4rVH4x31zHzY4I/0lrpmFU2/Y2z2EYm9m9dKaOZ92pfO5VcVMniuszP65TB8pqRr4I9zQt2nSTDJ30izEg3AtsmPFXff7+vQqO07TMPbJP16Uzz98aRrMxpUrt37t2eYu5y5Yt03mcwT0EFy9e7ImqVIVQ/IWT9LLCdKQIQLDwEkiwXpQ7BRN3ELIvc9o0yf5QQ6/oq9caUxBtnOdpMnJkINyfY90q5/nghWbCASIkoP45QxSizl5eWBAJUBfUA2HiEKbQy5stEtHHKZKl6oJ19s9Z12BcEJrQycUrVGMogcp5Dry3dYGd4IHy3N5AzmOCebeVXnWVM1v1e7Q5QiSCG5h7sUMbos7uFMzzzskAbeLFAHY5+4a77ER9RijMRP1B0INN8fhDWejXaHdn8oPnFwaJ8ZAsFXpR1Rty3ExVzv/MaUbE71tojOJWunApXOSR9qz4RBfwnl0908qEO8TTShQJs60H5Y8wa2kgVA9mjM5VoWWjS8jBAtl7KyO/EWmb0Um66Qz6Cn34wPoCCFe1uGiemW3srO783bPMwJdzWzjvW/Y7VUPH9QrcZOtNVNHKuYaPmU10+G7bCmDhlOfMAy+4fnmDzSasiYBF4PEAAi8wDKZZRpg5DVEs0tQ/d4i0b9FVu0mVDlrmyeqSZfLVnrnmPCgfs9zxQISHfjzARZoK+p4qWR36mMGgShVgdutMsKKVgb4IL0EIBXigjjWlddKZbbl5xvMFZR3aomtLrF5pBp6iLTtb46Dn9TzBPDigDIiau5Z+aNb+Mt8r3RZLiE9nvZoOPVEFEb25PxxWa/+8T5y7I36foWt6FQ67SAf3dFBRHxrKtq3SAb8PjfcXCmuWq0ISHtPtg2jEZzh8gD6g4fcmpUVmdQn4rcFDbTxSWpu2gsWMrSACz7gDX+tElMOcYj1Hkz79REfTq2cPHtyg16dYBv304Tu/9wiz1oB94MMsv73rF5mHKTGCqXJPw+BarEk9s3r3MQ/J6qYlh7ZuETwUxpIQSgjhcjp2DITl2bWrUhcj3iE7dwa++2VlB+WSS9pIrGt8peao55QO+MGDQX84TZUr58+p9mCLxoZWut5h39zB5quZr+Ffl+5dqOLRp2ZAHcJLkc5YRsKgDsSlSBIGc/vmHGdCsmFQF7P/P1DxAgN+EBggCsCzBh5PW8sjHzSGFwTKx3cyq2mOGRybr8ILPG2c6dMd7xlRzLkt0vcQeVMys6oHJCq/nC9VMcwsBptj8k5QkQSTKHSdFH1FPdeWLTehkqynFGyBqBRNOvvsAjMounJluZSXH5I33thlRC/c3uDyMX58Sxk6VAeMokiDW56kXkftzHUI3ikL9T5jWXFAoMM1D4O8EB9xzdXOGtEZMHt+cP5IM/UG9zko4/PdH9Ua/Jy/S8Obq9gZaYIHTc/s/kboRf//eMd0HZz83IRqc5aFST6B4Uvn1tDv4b3RI7ufCTd4SDlgza2ZKhqv2rvUTIIJhDrUSBoq1uKeIdKE+vZRD3ZMSsLAK65TCAtpvDaVM0JUI0H82uNYWyzc82S2O0raDb9M9ukMd3gO713/lexe9tHhdVlURNVZ8LFcA1sfe5ZZ8wWTSyp1wHXPctzb6G8YStXfdxMFQa+vsd7dpHXpakRqO9kDnrEH1yibw7+b5oQx/NN00FBztPX6PLD8azmkk4eiTflNW0kv7ZMIOYs+hDXuMIlta7nes2qd7dqFxQd217oHj/iczXRWfeeuqgo2MeIdPMJj9ZYf0fp0Uw3jOay/6fM13OcqFfJRd5sgXmwph2Ab2e+BPR6vqa1xb9Mq8Jymn+F5V7lE722iGIR2lmvfNzmqr6Q013C5+wLeV5jYAz7RJqxjeXTOIBXZc4xoXdi8k7yrkxE3lK9WNlX6rKAe8/o7gd955/qXkZzvwgtby8iROcarq7KySj2ZitXrvMT8xmOdx6uuKjRrckVSps0LYe3mmzsJ1oLENaOo6KC5t9myJTA5rqLikEyaVGg8wuwx4b7imjes4BTNjutfupToc+o8nRSzQcPEoo/Ya+C6sm+Uz6Zwi62Rb+LEAiPMbdxQIXvVu/m557bpWjn7tLto6PIWaXLxxa11f0aNY8L5gOvCwPwTTVQRTEbI0egiH+rv/Gr9nUeChxpCHm7W/o7f5lhSiq7hk9a1R/Vl9JBGhziwdnVM9/NZOskvt8fxRshB3Uo24Hd+lhHBTF3t82U0P8R6bNthF+skQlwrtJo6mW3PNzoOsVbFkWrRQgvG70+MCc85ad17Br7/h39WcG8WS8ruMlAKBow1E/EgwOD6VLT8Y1Nkij6rQNhDOMRonsERAaj1sWfq+metzSTWij2bTIQLCEe4CTdjQiqKQayONTXppc852hY2ksjBtav0eUfvjXEDGEWCzS37jtbrd29zNO49dn09w4hedowLO6J9vocXYpuhF+ozX0DYqizZKTtViN23Uz0H9VzwBgNzO4E2ChN8d8iSJUvkIR3nXqRjq15p+3aNKvL22/p79u111uabN2+eRhv52n6s8bpx40Z54IEH9FoR6Nc1dro+xP4tdRXIj+ERwKB8MG8bt6ACsQOCkztBzHAKXTgOogw8vCB2OROEGORHwjH2ONTDXTYEpmBrYHmJXhBpsl55paZYc/gcEKac5cMzC/Zg3apwkhWEbH2dxwTj0uLhh836Zjav5QLxIhQXmz/YK+oCO50iCMrz8qiDMOJOweqLNoNI50wQqdzssB9lOAUstJ/XudwMcCwYoq3copyzbyBffaTigQPr4zQJPYcVvyD2NsSUpp5ezc+cICUa2sKEwtKbsrT2nWKqaokOGuwv2ibwJNlftDUwq/VAhXF1h/cCZvykaTi7aOJp42YbN94b9QFq1ra3jPiEsAqYRd4t6yjzEGVvuDM19F6kCeGjEGblX+seMzP+MTgHMadDRlczQx2zmDEjLz0Fa39FfmksXj3PhPPL05vv0i3LjbgADk01rBlm95g1H1TgiSZhkPXiztfooFi5zhacrgNAGkpO1ENK7/fGtbtAMLsSCQ+lLTSUUqQJYtcPetwq/1h1r6wrW6mPaIGZ6Tm6vXfOMfrwNtMU2aJJppnFG2n5u1UcRSxxzJrDYvCHwEPrDj4QXXDjl6aLvcYqwEB4aTHp+1Jyzx2BKqoQkJKVrQ8kAc+sSOuNSpZu/saEOszuepyGz1ijCwTvPlzfTCP4Vmn/T9eQgvFIGedfJpULP5cDiwIzcpt004fDGBLqjrCSWR1U2NHnDnisVekAfTOt7369CcdCxPs07FNa88wYzqKH6s170+OGSvoJI6Vixrv6lKyDCOrBk5IVXX93VwZt2PycC4xHCsKyoT1Nu6rgFo/UpN8xknHuxVL21BOmuJRs/Q1Dv4kyIYY7WGPgM6fbYMHvJmYPYnFeLIaNWakIkxmXfqPsM674f3Lwvt+r0ItBeR1MaxUIIxVl9c1hxx+fLc8+e7SZaf355wGPRvxmYv2LW2/tLBicijWltNDQdaPH6oQMFdmXLzHFpapwHVWcocOVgefLVRqi52+r7jHiFoR7DOogVA8GM2dse93kNCHaIhR8UU6P7L4aYvY78tKGv5nJGXiAPaD/IUwsJmxg0gBSbnpL8xrJPxBFUEcMGkKkQMI1Cr/DHTK6Ge81CAAYQkDeWFJqfr5kXHiF8SzV5cklpVkznWVcc4JPpOWf1OYMM1v85fXqaavXqoP6H0QfhM6F9xSEQcyEh0dYNAkhnp54orfceec6efHFHYJByk2bKszP+/e/384MaMIjIJqE0F2Xdf2xekU9ZsLqYcAbwykQZiCIIRQiEsIwmx9T8ym8f3A/MbjgJDM4DDEQImnx/sC9DUSf9TowigkrqfguK59IE+o4vsPlUrLuUePthXqj3yBMIOoLzywMXEbbZwblDzd93bLBxJsqXavsOJ2ohPsF3JdB3Gij4QojTU11gBj3Nlh/D2x2q7gFQRoDQiNbnS6z1LMMCWvdZej9R6QJA3AVes+a1bG/mbBVvl0HoXVGMSZ97NcZ/Ol5bc3AFry6o0nwHGui93jm3kbFtUq9t0H6dhBRPWT03icw2SGaMwSOSc0vkBaXf9dEbjBbzPVV75nMJIroy7VHNj1+hDQ/61zZ9/qLZhPEmBQVlKJNEAHGtD1fJ6ntUWHkJRW6tui9h95Xan0H5A41v5PoowgZi5CWsSSwyTjvEin72yPVYX5T22BST/QJIU4v1VCnWFvXGbYWwsa6shVGAMB9edM0vc8xv8jRnSs1L99wL1Gh0dwU671Nak6utmt0EwjdtWg6aIg0O2uilD/zV7MrNVdDMOdHfm2y5eK3DBMUt6tn7NvqoWra9fBOhCmFuGO94uCBGk1q1y5df+eP0t/zVfLMM1tl61YN7XmwSkMgNpXrrutg7j8iXcPRWY/Ro/Pk+ef76ppeq2XBgsC9DYSjfv0yZerUzjJxYitn9ojen93hCvPbC09G3ItA8AKz8e0uk+kqEOJ3GKGSo/mdR0Xgaf/oo73ljjvWynvv7ZEDB6pk3boK4/E8ZUonwXWwRYvo+g5C8KL+r2142nir4RqICQl4RsbvNDzlkfC8GFPSvp35g5/K3rt+ZSYn4vkhFR5O0T6naWXKNMwsPJqyOh9rQu3t15DuKLeJPlce0mc0PH8jMgvGKCJNxhtIJ0uk57QShO0v3fS1Xkt07VgIOnqPf8isF5lqBKRIy3bnx2TljAkXSslavU6VBvomvDVjSXu++UQOaB2zOg0w0VUQ6hdrTKVr+N8qfS5BCMS0dPVUjEK4w8S+PSqkpefqdVSfa/ZpiEkdqTTVdT7Pw7sq0vsmt80Y00K/Kf3LnwPlq6BvJltqO0eT0CcQrhK/tbndh5plGNCu+rNu+gpEQqT03Oiep9AHSzYsMhMg8cyHSbPg1TQrX70DSwRLESD0YVqU40LR2Hykj3n99delrvW45syZo/f1m2Tw4MGCNb0Q3hCeXsFEL2tThS6tMH36dF2bcbjd5Pmaog+yuEdmipEARCyIEs4EgcQtYkH4gadLqNB8OQsW1BCRsKYQBA5ngvgB7yCvhLKLBw2qdY7cVatqiDY41qtsCCRWJHOWj3KLund3bjLv3QKcMwPqjXM4k7t8rzzID5Eme8aMWnW2ZcHTyXpi2W3x4AJRBm3kTJ7i3uEMXm2PXeG0Y6hyvbigT6EdbfI6dygGOA5t6O5/7rra8hP1uqcgMHMmUeXXZ7noo15emvVZh1DnwgxOzPCD6zxm18eS8JD/9T9+aorADWDn06+TbL2ZWvvWA+r+/455CG93wiXSaeyPzcLe0Z4LD04IIZWtswq7Zx1tbrQRAmfF3sXSK2eA5OiDQyxpRckiWVOy3JSN9bHwYIIwf/g7ruXIqIpe9/YDsnHm3zWqTaVktOwkva/4owl9gO3FaxdqmVXSYdR3pOv4m6Mq3x6EOiLUI2Lpd83sbR6gMBN9ffkK6dKil+Spl0O0CWHAVisXDFYUZnQwg62oNx54KjT0JAZ9MZAZaUJ4vU2z/2kOy1NPmPY6AxszxJb982az1hfuQnpf9nszc0w7UaTF186vBWKNCsFMYH2QiCVtm/+qrPyPPqBpu0IwOvr/PaoeZRWy8aN/aGijwKBcm8ETpdfFh8W2WE6mx5qY97reDlJaB617FA8j5mD9p1hDWYDxfp2NjvXV2p54qXpsnm7WVkN7YFFjzErrM+lPRry2x8Xyemibehxp/ZuqmBSLgBGsDsaDT2cPpnWpfS8S7Jhwt8OTDDPFU+FhpgNS0SbMFlz/7iPm9wBlZGkY1B4X3K6/B3tl7dsPSqmKYof0Aaj3pdrnB42P9jQ1jsNaHggtCeEI9cdDfzzS/v1Vsnx5mVlno23bptK/fxYi1MQ36ey+gxvWmb7fpEfvuJSNSQwIc7hTBQV4UuE6AsEBYVyxlhJ+9zGYHm2C98na0m90dvt+6axlQRzBAOk3JV+Z9+11sCiWhLrjGtg2o6PWtbeZ0ACBYcXeJTrweKLxpIilfHus7fP4nYxF7LXl4XXvgT2yvPgr7YIp0jOrvxHuMOAHeyAwwWso1gTBa86cvZKb20Qg0mZm6mhFHBLC6+HeACH8MOAHT3FcF7FGF4TNzpk9o5oYY6uGe5ulGhosr1mBesT003bNNl6I8CaBh0y0g8UoH4OsuEdao6HjemT1MxOGMCi/Ue8XEG6yf17Aq8fWJdJXeDCsKFVPSf2+dlEOENzg4fiNhhLF+qOdWvSItMga+VFP3N9ACOmaFbi32Vmx1YTC66X9KBoxGWGplk67wZynmQ7OtT/pKsnrdYKGHfqb7PjiTTNYickJ3c/9n6gGLr/59y9l27yXzc9tft9T1DPgIp3ckCuLn/yhegOU6e9wqt7b3CWtjjm9hq1Rf9B7G6wDhRClsd7P16qDlo31ZLDGV1q79sYjtFaeKDZs2bdBf4tXSvPUTPP9gZCPUHmL1EOwn0YbaNks9kkUqFbVXr1+b9BrYLuOMV2/nSbCAxORIXDtwNq6edrP8R5icoZOPoi1z1efS8VY0664Z9XIBfFOWPPsoEZASC3UexsVv+KRcD3CNRACIK5R8LDGZEWEKsW6UPitjzVt3rxf190q1XW5UmXAgEzzex9rmfZ43NssXVpmhDWEBzz6aI0+oeuaxprwO2x+t3QSDK4ZvbIHmFeIgvB2xjUdHpCxJng+Y50veOYPHqyTw9RTPx4JEyvXaj0xuRLPlGjHwL3NIjO5AdfEWMTe6jpqnz+4brWZJGee02K4sdw+/3VZ/frdgUmmKrD3/e6f9ZlHveZnPWVCE0J0h0dY/x8GBODqOoT5ZulT15slHar0nib/qJH6HH+TeXZdrWHvsV41Jjd0Petn5hkrzCJDZoPohXtiPIcgtF8saducF+SbF35limihofs7nPw9Mxly9Rt/MM+IEATh0dbptMk6QTWye2JM6Fv2zM+Nlxf0/7bHXyStB56lQluJLHv65/rcvF8fYZvJMT/5p7RoF597e3h8Hdyw1gj4xls2SjgQodZNf0g2fPCkllBllqs4Sq/VCF+J5zesx4zURce5Op76Q/M+kn/27Vxv2CC8PURFcOkw6motd76se+fPZkwhTb2++ky630wmj6TsaPPOdmkJ0ZbjPG6EagbhJghT4XhlhVueO193Hd++KkhkNZuXwpclEeOrlwARTZHwtEKoO2fyEglCiU041ksUgleRM2wh8kUifIUjxKBMd3LX3y3eeJWLMiDsOb2b3OV6CTh1cfFqJzcXL+HLyyvL1geCJ8p1J6eYFEw0DCVS4RgvbzKERLReZxA4nR51qEM0DOpi7bYt1s/uPhFreUfqeLQDhC8ImI0hYabQFw9cbDxgMIPFrouAmU+YbYWQdT0v+o0gtF28Bl79wnXHl29p/Oa7dGaZzk7UmUIIq2MY6GACFjfV+yo5+uoHJUc9hxpb2vnVO2bdC8yzwWAQbjgxUzmlCUIBqReZ8oFwBE/ChpaKV82TlS/9nwkTiAcEzBJDMp5qOqiFB4WjrrxHH6qGNbSqm9l9S/72Y/VA/MaEe8TNN/oluJuZivqdbXPcBPOdbXCV93OFtJ9vnfeSWdcLIlgT7d9YBy5VZ4fiNwEPi+nqcXDcz1+NaYKAnxGx7iRAAiSQaAIV6oX1xYOXGG8vs4YJJgToICiuf/g9xoSWjqf8wAz6RVOXHV/816wlg9nu8AavvrfRay08enFv0+O8X5rZ9tGUz2NIgARIgARCE4DnzqqXfqNOk1VSvn2V8S41HpT6e4/fYXjYdJtwq7QZXHMifuhSv9278cO/GjHkoIY2hHcwPKWqn6f0OtK8ZUfpc9V9xrvn26MaxrtyDXH/1SNX6RiNTsRQPhAB9UHEXP+Ml5cy6j5xalST8HC92/TRU/r3D7326QQ2FbywZnSqPmPi2RiCYEbrruYZExNPGloygqkKgAhDiLrCOxDPaPgP9wbwhus/+W+CNeQiTXjO++a5XxjhFQNAqU2aa/n7jGcc+k9AjB0m/XQyLe5H6iMdaeFrz549JiShVyjDeNh/+eWX6zq/oQXW6GJCxKN2LKMWAS/R6+BXGuvZI7nD1bmzeIW/cwsk7mPq+hysLm6PrrrKgaCDutQlFoTaj+PdXks4b6K4uD33nDaGqqfN59Ue2OcWIm1+vEJUCebVh/2WI947E8SylJwc56Ya793ebNgZa9+ocYIwPiCcZqISuFlhMF7nQPu5+xvOUSvEZ7xO2EDLgYdIx1O+rzNk/qI1VK8aHdTFTQLCG+Kv8PgLVNgZZLY1UBMSVq3c7sdLQf8x6gX0lhFzwAbiDm5uIAh2OOnqRil6AXhe7+FSoDOeMUiUgoeGww8PCP/TpIWG8dJZ2Jlxmg0W7wbGLLVWGsN865z/mEEtCBgYOIPwiwXt26r3GsIkNMTUFN/XUyerAHOnen3t1Ae2DA0hWmb6Z9WhSmnZ77SoZrI1RFsbVJ30NxELPuP3AGt7IRTWcTRXtQAAQABJREFUAV34GsIpHjSbF3TWgdZrKHo1qEZjZUiABJKNQLP89tL1zBtNVIKD+3G/quHHdPJHE712w+u2UD1uC4eeF7XZLXWSF0JJ7VqiE+D03iYwMNpcy9OBrmYtpP3IK3Wm+1FRl88DSYAESIAEQhPA82PrQWfLlk+fDwhTKsJgkiLC6UOcKRx2obQ+7uzQhYTYWzDgdLOm154VnwV+57VM3M8fkn3SXNdS7jz2Jw1S9IJJGSratD/5atn0oUak0RCHosIUwvtB6IHggnGb/KPC99pxYsIYB7yZEc4d63bbyaF4hcjWLL+deph9Nz5h3Z0njtP73B5DpUDXZ0f0FvCoLN1l+gzGtTLyO5jxrmhEL1QPE8LbnzRJPQLXm8mnmARzqFQ94CCwKbesDkebe5P6Er3ihCymYvLy8nQd3qHy2WefxVSO18Fdu3aVXr16ee2qsY3CVw0cR+ZDqHWsqoqLPSsFL6lIk3vgPh7Ho8wjURcv8Qb2HIm6RMrRmT8WgSZYewYTKJ3ndb8PVpY7X7w+5yxcGK+iEl4O1nHz6lcQJRtyiMNEgDE3SUPP15uZDrr20TLZrx5gmOXTTNdJyO6iCx530nUGNXRaY0xNs1pKRw0VAJFnr4Y23F+83QyyYB0lLC6b1/OExojF2JymA0AY6M9RDug3WHeqaWaeiZee232IGRgyN8oNkBBEy7YavjOr8wANUbBA17bborVMMWuEYJvx9NLBtIaaCvqfpnHtm0nJpqUm/jpmoTXNLpBsXfMkW0XqZnmxhdFoqHYf6Xo1x0OThsdAWK3SjbrGTslufShM14dkXVNQvwdZHfsd6Sry/CRAAiSQ9ATaDDnPTLDBvQfCUsErAOubZHc5Vr3MjzUhf6OFgN/0zuOuNfcBCGmE8gP3Nl10QswQDZ90lBkAi7Z8HkcCJEACJBCaAJ4fIeBgrcUiXW+7YtdG473TXJcdwNpWCHPoXHMqdGm19+I5vutZP5e9GxcbkedA6R4jgKH8nG7HmXv62kc1nC3tTrxcvdJ0fTK9BlaoEJOiogzGbRCBBs8imIAabcL6Xl10ckmRrvVlrrG6jje8uyAY5eg1EMJbvNaijLaOwY5D5A1M5sYSDHvXLdTnNAhfTaVZy/ZmvCKn25Bgh4a1HeNi3c+dap4By7auNF53EMDQTzEeAjaNLY0dO1bWrl0rW7Zs0e9kigzU5YX2apjiFStWhI2isLBQevbsqeHO50hlZaWua9hCzj//fFNeXYVQ+KqLUIz7sZ6VM3kNoMM7x53PeUwyvg8m6CWjrbCpvj2qIuXY2NojXD4IY+kVbrLFww+H9NYLt3w/5oNnV4F6iiDONRb/xCACbjrTIowN7Ufb66ozPOJa6joPEEPgMo+LOtgEFk6PPXZ8XedvuPs13ISu6dVKY1y31NlVCIuJMEPfsmm4NUfNIGrm9x6pDwmDNcSFhkLQBI8v1F8b2XxuyP/k6Xc1Rx/8TJhJfF/1oQezzvxQ94bMta66ZbTqIhnq3YXfBIT/wCxLeN2BPxMJkAAJkEA9ENBrdMt+p5jBLRPuSU8Z8NjWa2DMCfc2bdQr/Az9nR/97b2Nrt2BczCRAAmQAAkkngAEBURawIQGeN6qy1cg3J55Tot9ciI8u5q36iQtjzpJw+BpyHhzP4/f+YZ/P4/Jp60GjJP8PqN03KZcH/30WQTPsHEYtwEHrPkO7y482x86HNEFY0J+8GbCRG785fU6UZ/vdSkDjNuY6zfaNfbnezPRUcVXRAEyoZA16geixcQixCb+25S4MzRp0kQuuugi+eCDD2T48OHSvn17c7LPP/9cPvroI0E4xGApIyNDhg0bJiNHjtT1GLG+7/Hy4Ycf6trTupZwiEhnzvIofDlpxPk9QuBhvSVn8lpTC2IY/rzEr2Ah6xAiL1JvoUR4p6AOocL1OW13vo+07s5j8T5YqLyGwqVWfYOsAZUIT6toGHj1PbcNje1zsLXbIHqlX3ppY8NR095qQUcH/plqEcBNJv6YahLArC/c8OHPj8mIu3F4UDgStuPhzA8PaEeCTULPqb+Vac2y9C+hZ2HhJEACJEACQQlgEhImqyTmh9jv9zZBsXEHCZAACfiIQGBCZaLGJrC0g97P+4hHdVXxLKLPr4mapIywkk10YrTgz4fJjEsk5vbAeLwhegxTgEBBQYFceOGFNXAMHjxYBg0aJI888ohs364Rk1wJE8lvvPFGSU//VmjOVQ1iwoTI1u2j8OUCm+iPCI9WrA3rTmXXXis5Cxa4NwddB6v5lCn1HmbNay0rCFih1qGqZVCcNgQTzo4El3BMCibU1eUJ5uUhiPXGYH8wBumXXRaVGBmOHY0lD0WvxtLStJMESIAESIAESIAESIAESIAESIAESIAESIAESCAUAYhR8Uyp6j0IT65gySl6BctT1/bYfT/rOgP31yAA8QjChDtBAMFaQu4EccNLNPESRNzHxvszBBd3Qr0T4bXkPo/7c0Pi4q6b12e0u5dQVfnmm17ZzTas1QUPQfefPQDlebVJNGt82TL5KkLRi72ABEiABEiABEiABEiABEiABEiABEiABEiABEiABAIEIFTFOwUT04Jtj/T8wWW1SEti/rAJZNxxh0DwcAtG++6+24hiboEEoesqHnusRvn4DAHNnddm2nvyyaZ87Ld/zW+5xVMoscfU9YpQiSjLq96wyStBGNs7erQgZKP1GEMZmdOmeWWPaBvsBzNnOhJcnOcP9R7h8dztCAETQouXGOrOi7JtG9jzoG8cXLTIfjSvOK7ZNdcE7RvG41DXebH9Aq+x9o0aFfDxB4pePm48Vp0ESIAESIAESIAESIAESIAESIAESIAESIAESCDuBFq0iP+SHj/84Q/jXk9ngfGX6pyl870nAQgNzSZPrrUPgpKX11fT8eNr5YWgBE8gvDoTyij7yU+MGHJo/XrzCnEFQluw9cKcx9f13qveqPO+u+6qdSjOWzJxohHKUBd8xp9bOKt1YJgbvMSiI8UlnCp7tSOOQ5hLMLRc8Fp+221GEHOX6/bw8hK4cDzERq++gXKxPRF9w11Xv32m6OW3FmN9SYAESIAESIAESIAESIAESIAESIAESIAESIAEEk0gKysr0aeIe/n0+Io70vAKhGABzxwrdtijvLx1mowYYTx43KIYPH3gvYP9ENOsoOEuE2XjfNbjyp4rmleUs/+552qJKvC8Qt3t+lOoi9sTyZ4PZcQjwR7D0RUiMhIuEM/iwSUce4K1I44tnzrV/CGsJUQpr2Q8s3RtN2eyIqrb8w38w+0b9cnAWfeG9J6iV0NqDdaFBEiABEiABEiABEiABEiABEiABEiABEiABEigoRDI0Whufkv0+DpCLWYFC/fpjbePiiDu1FwFD7e3j81jPbog+HiJXgiPh+PjkVDvrFde8RSLcG5nXbzOh5B6CM8Xr4QQi9FygeAVLERjvOrnLidUOyJvMNEL+8DOS6TDdi/vNxzjbA+vvoHy4tU3cD4/Jopefmw11pkESIAESIAESIAESIAESIAESIAESIAESIAESCDRBFq2bCkFBQWJPk3cy6fwFXek4RcIbyUISe6EgXi3t5QRnF59NajA4S7DfoaXEYQqr/PYPJG+QiwJJn6FKivjd79LiMiSpVwi9SIDl+wZM+LKJZTtdl807YhjWjz8sGd4TFtui4ceiopBNO1oz5kMr/CMQ6hJdwJvrMnGRAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAKNkUCzZs2ksLBQUlJSfGc+ha8j2GQQNIJ522AtJncyAogKHJnTppnwhu79zs9G8FJBCKIQjot3gviVs2CBQHAJ5nGFc+LcEKWQ12t9sHjUC+eA5xZshd2hUqK5hDq33WfbEexC1deyg0AXjghjGdTlUYdzog+Bl5cHma1nY3iFR5w7UfRyE+FnEiABEiABEiABEiABEiABEiABEiABEiABEiCBxkQgLS1N2rdvL/D48mNKqdLkx4qzzmLCGtrwhjaMHcIaYp0oiCb1mez6Yni1CXUJJYrZfPF+BYuGwiUc22x948nOlolX/CEdqb4RDoMjlQf9pGTChGpGFL2OVEvwvCRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAvEgMNtjsn8k5cLTC6IX/vyaKHz5teVYbxIggbgQgOCI8KJNRo4M6YEXl5OxEBIgARIgARIgARIgARIgARIgARIgARIgARIgARJIIIFYhK9WrVpJmzZtJD8/P4E1THzRFL4Sz5hnIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESIIGEE1ikUa6KDkcBq+tk6enp0rx5c8nKypK8vDzz58c1vdx2UvhyE+FnEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABXxJI9WWtWWkSIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAEScBGg8OUCwo8kQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAL+JEDhy5/txlqTAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAm4CFD4cgHhRxIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIgAX8SoPDlz3ZjrUmABEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABFwEKHy5gPAjCZAACZAACZAACZAACZAACZAACZAACZAACZAACZAACZAACZCAPwlQ+PJnu7HWJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACLgJNXJ/5kQRIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIoJ4JlJSUyLZt2wSvpaWlcujQoeoapKamSmZmpmRlZUmbNm3Ma/VOx5tFixZJUVGRY0vwt+np6dKsWTPJzs6W3NxcycvLE5zH7ymlSpPfjWD9SYAESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESMCvBDZs2CBr164Nu/pdunSRjh071so/e/bsWtvC3VBQUGBEtZYtW4Z7SIPMR4+vBtksrBQJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkEBjILBx40YjesHbKj8/XyBAQXxKS0urNv/gwYOya9cu2blzp+zevdvkT0lJkQ4dOlTnifUNyt67d6+Ul5fHtdxY6xXp8RS+IiXG/CRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiQQBwIQmaynV9++fU3IQa9iIYK1bt3a/CGUIUIa4jgIZBkZGV6HRLVt//79sm7dOnNsPEW1qCoT5UH+D9YYpeE8jARIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIgASOJIFNmzYJVqQqLCwMKnq564f1uJAfx+H4eCesLQYvtB07dsS76Hopj8JXvWDmSUiABEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABEigJgGELURq165dzR11fLL57fF1ZI94d2VlpWzbtk0ggvktUfjyW4uxviRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAklBoKKiwtjRokWLiOyx+e3xER0cZmaIalj3y2+Ja3z5rcVYXxIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIggaQikJKSEpE9keaPqHBHZqwnhrXF4pl27dola9askT179gjWFGvatKlkZ2dLp06dIvZ886oXhS8vKtxGAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAo2cQGlpadwJvPjii7Jhw4Za5TZp0kT+53/+p9b2SDcw1GGkxJifBEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABBoBgbKysrhbefDgQc8yg233zBxiI4WvEHC4iwRIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIgAQaK4GqqirfmU7hy3dNxgqTAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQQOIJRCt8lZeXy6xZs8TpMYbwhv/85z9ly5YtnhXHuZ544glZunRp9f4DBw7InDlzZMeOHdXb6nrDNb7qIsT9JEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACYRN4+eWXZdmyZTJ79mwZPXq07N2717yvS0jbuHGjPPfcc9KvXz/p06ePvP/++7J7925p1aqV/PCHP5T09PQ660Dhq05EzEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJEACJBAOgU8//dSIXsgLz6///ve/4RxWI8/ixYsFfzbB4+vNN9+Uc889124K+krhKyga7iABEiCB5CSwZMkSefXVV2XmzJlSWVmZnEbSqpAEmjZtKqNGjZIJEyZI3759Q+blThIgARIgARIgARIgARIgARIgARIgARIgARIIlwCErvfeey/c7BHlW7hwoQwdOlQ6dOgQ8jiu8RUSD3eSAAmQQHIRePfdd+X66683Fx+KXsnVtpFYg7bHDQj6AvoEEwmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAnEg8Dnn3+e0Mn2n3zySZ3VpMdXnYiYgQRIgASSh8AzzzwjKSkpMn78eBMTNyMjI3mMoyVhE8DMm8cff1zeeOMNQZ8YM2ZM2McyIwmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAkEIzB37txgu2psz8rKMut4tWnTxqzhhfXAtm/fXiOP1wdEs6orUfiqixD3kwAJkEASEdiwYYOkpaUZT59IzIJQUlRUZA7Jzc0VCmY16WFxztLSUsEFG38NPaH94O2F+MroE0wkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkEA8CAwcOlFmzZsnBgweDFtezZ0+54IILaowxnnLKKfL222/LnDlzgh6HCf39+/cPut/uoPBlSfCVBEiABHxGICXl/ohrDMeeUBedYAX+4Q9/kL///e9m99VXXy3/+7//Gyxrg9yO0H4HDhyQ9PR0I/xFW8lg5dxwww3ywQcfyDXXXCNTpkyJtvh6P872hWj6Ur1XlickARIgARIgARIgARIgARIgARIgARIggSQgUFV1fRJYEdwECFjHHnusvPLKK7J27dpaGTFp3C16IRMm659xxhmyadMmz4naLVu2lPPOO086depUq0z3Bq7x5SbCzyRAAiRAAjUIQOzBhcqm1157LSrxzB5/JF7PP/984zr9/PPPx3T6eJUTUyV4MAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAk0YAIQqbp16+ZZw379+tXw9HJmSk1NlcGDBzs3Vb9HSMRwRC8cQI+vamx8QwIkQAIk4EXg/fffN3F27b6dO3fKzJkzBbM3/JIOHToUl6oGK+fHP/6xnHvuuQI3bSYSIAESIAESIAESIAESIAESIAESIAESIAESaOwEysrKPBFAwAqVgu0PVp5XWfT48qLCbSRAAiRAAtUE/vOf/5j3p59+evWsipdeeql6fzhvIrkwobxI8hcXF8uOHTvCqUbIPBC17DpmITN67MRMlHPOOUeOPvpoj70iKBtu2vCeiyQhFGG4x+zZs0ewFhsTCZAACZAACZAACZAACZAACZAACZAACZAACRxpAs2bN/eswu7duz23243B9gcrzx7nfKXw5aTB9yRAAiRAAjUIQFCaMWOG2YYwf+PHjzfv3333XSkpKamRFx9Wr15t8kyaNMns/8UvfiGjRo0yi06ecMIJcu2119YQlyLNb0+I9bruvvtuGT16tGDBzOOPP16GDBkiOB8EIJveeecdU5/ly5ebTQ899JD5/NVXX9ksgtCN8Nbq06ePDBo0SEaOHClYs+uZZ54x64IhY13l3HPPPXLJJZfIs88+W10u3uA8l156qRxzzDGm3L59+5rzv/feezXy4cNvf/tbsw+LeE6fPl0uvvhiGTBggAnROGHCBHn55ZdrHYP2mTp1qmFw3HHHGc5gctddd1XXvdZB3EACJEACJEACJEACJEACJEACJEACJEACJEACCSSAidy7du3yPMOyZctCLqOyePFiz+NKS0sFf+EkhjoMhxLzkAAJkEAjJYC1veB1lJ+fb0IbduzYUR599FHZt2+fvPXWW3LhhRfWIAMx7Ouvv5b09HSzSOU333xj9qekpMi2bdvkzTfflPXr18uLL75oFqyMND8KwzFXXXWVLFy40JSNBTER/xcX03/961+C0IwvvPCC8U6DBxfqY9OWLVsEf9aLCgLT9dcHFhTNyMgQuFLDM+vVV181f59//rnce++9RqwLVc6SJUtk7ty5NWIQwysOQhzOBfvbtm0rW7duNfX5wQ9+IJMnT5ZbbrnFVs2IhjjHgw8+aPJUVVUZu+AttmjRIrnpppsEM1uwyCcSLvSXXXaZrFy50nxu1aqVaat169bJY489Zo6ZNm2a2cd/SIAESIAESIAESIAESIAESIAESIAESIAESKA+CGCcDBO7g0VW2r59u9mPMS6M6TnTvHnzaozlOfdt3LhRHnjgATn55JNl+PDhzl213tcstdZubiABEiABEmjMBP79738b888++2xp0qSJCeXXo0cPsy1UuMP9+/fLqlWr5JprrjECzJdffinf//73zXHwgpozZ04NrJHkh6gD0atZs2ZGhMP7BQsWGNErNzfXhD385S9/acqHl9rSpUvlqKOOMp9vv/128xneURCUbr31VrMd3lpffPGFzJo1SyB2WUEP3mAIHxiqnBqGHP4Al2ycC6IXLsYo8+OPPzb1hCcX0uOPP262Hz6k+gU3B2AM8Q7CIeoAQQ71/dvf/lad74033jCiF8QwvAdTnOfJJ580ouLs2bNNG1QfwDckQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkkGACr7/+elDRy54a41h//etfzVgZBC1M+n7++ecFx4ZKFRUVJlJSqDzYR+GrLkLcTwIkQAKNlAAuODZE4HnnnVdNASIY0qeffiqbN2+u3u5+A9FrypQp0qJFC8nMzDTeTRCrkCCKuVM4+RHGEBdFpJtvvlnGjRtnZobAowqhDv/whz+YfTNnzhQISJg1Au8zO3sE4h0+I8EDDV5TEI5+/vOfG2EP2+Hddt111+Gt8aCCB1iockxG1z9PPPGE7N27VwoKCow4l5eXZ3Lk5OTI7373OxOSEB5dEL/cKTs721zoEXYRdvXr108QOhIJoSFtsm7fEPu6d+9uN8upp54qV155pfE+W7NmTfV2viEBEiABEiABEiABEiABEiABEiABEiABEiCBRBPAsiThpA0bNgiiTWEc7T//+U9QTy93Wc5xMPc++5nClyXBVxIgARIggRoEcMFB6tatm1lDyu4855xzzFsIN7g4BUvwonKmtLQ06dmzp9kEUcidwsmPGMDwwIKAZb2ynOVgHTGIRUg2BKBzv/M9Qg/CGwwCGcIEIkFYg+AHrzKbYGekyYZhhKeYFftsGRDRhg0bZj6uWLHCbq5+hZgH8c2ZrMdacXFx9WbLEuETEToR64aVlZWZ/b/61a8E3noQwY5kGjmyrWRlNT2SVYjbuUeMaCvZ2clhy/DhyWRLYdK0y4kn0pa4fWHjWNAJJyRPuySTLcOGtZGcnOT4TT7+eNoSx69s3IoaOrR10vSxZLJlyJDWkpsbmMQWt8Y+QgUlky2DB7eWvLzkaJfjjmtFW47QdyLUaQcNaqXPyMnRxwK2BCYEh7LZD/sGDiyQli1pix/a6kjU8fjjj6+ehJ6I82P8r65E4asuQtxPAiRAAo2QAEIPYp0rpJ07d5q1pLCeFP6mTp1aTSRUuMPWrVtX57Nv4P2F5CUmhZN/7dq15vh27drpYESOee/8B+t9derUyWxyekc58zjfw06EBjz33HNlwIABghCIEyZMkGeeecaZLeL31tPKClbuAuDFhYT1uLCGmjN5cYDHHJKTG0Q11BcJIRohfh177LFy6aWXmpky8Gg7kmnUqHbyl7+M0zXSRvpemDjppHbaT8YmkS1j5L77TvJ9u0BYfeKJsXL//f63BcLq44+P0Vjlo3w/0ApbHnvsNHnooZN9b8vw4YXGlocf9r8tEFYfffRU+fOfR/u+XSDgPfLIafp3ShLY0kbtOFXbxv+2QIz8859P1e/Mqb4XJiBGPvzwqfq77H9bIHo99NApeh9zmu/bxdryxBP+bxeIXg8+OFrbxf+2QPR64IHRek/mf1sgesEWfF/8LuTBlvvvPzkpbIFQdN99yWELhKI//WmU+e77vY8FbEmOdjn22AJ91ke7+P+7fyTHgNznRuSjoUOHujfH5XPXrl2lV69edZZF4atORMxAAiRAAo2PALyH4P2EBC+jzz77rMafJYI1qOAh5U7wunJ7OrnzOD+Hm3/Xrl3mMIQDDJYQvhDJhjQMlg+CE0QuhB7EGmRYj6t///4Cj7bbbrst2GFhba+rniUlJaacpk2bmvW4nIUi9GI4CWLYs88+a8I7jh492oSUhE2IkXznnXfKaaedJjYcYjjlxTvPV1/ulA0b9sp3vtNP7r57hHp+NYn3KeqtvK++srb0lz/+MTlsmTSpnxHy/OyRt2jRLlm/vlhDgfbTB0h/i1+LF8OWvRqmtK/vRUlryxVXHG2EPD97Si5evFsnKBTL5Zf31QHKk30tFi9ZAlv2qi1H64D+aF/b8vXXsKVIJ3r0MUKen/vY11/vkbXax2CL38WvpUvVlrVFcsklRyWBLbuNLRdf3EfFL3+LksuWoV2K5aKLjjIDrX72lIQta9YUadSHo3Ry1Wm+Fr6XLw/YcsEFvXUN3zG+FiW/+Qa27NE1kXvL3//ud1uKNLR8kZx3Xi/5xz/G+rxdArace24vmTZtnK9tWbECtuyRiRN7ytNPn+5rW1auLNZlH4p0HKKn/POfZ/haYA3YskfHT3rIc88ljy3PP3+mr9ul3gZJwjzR2LFjBdGWkDDuhyU9bPSiMIuQwsJCGTFihGD8DAkT6jER3EZ7ClUOha9QdLiPBEiABBopARvmEELQP//5z1p/Tz31VPVFJ5TXV7zxdejQwRQZbG2x9evXGw81ZOrSpUvI07/11ltmDTMITX/605/MYprwcrv//vvNRTTkwXXs7Nixo8mxZcsWz5w2FKL1TvPMFMZGXPgvuOACs+4ZykR4w8mTJxvRDwLgfffdF0Ypicmye89+HZh4Q956a7UOtvSWX/xisG8HWveoLRdd9Ka8+eYqtam33HrrEN8OtsCWiy/+r7zxxkozQDF16mBf23LppW/pwrcrzQDF1Kn+bpfLL39LXnttpXqg9pJf/nKobx/q0ceuuOJtDYW7wjzU/+//+teWoqL9KqxOV1u+MQ/1t99+vG/bBbZcddV0eemlb+Tss7vLr389zLcP9bDlO995V158cbmMH99dfvMbf9vy3avflRdeWC5nntldfvvbE3zdLt/73nu6NsNyOeOMbnLHHSf6NixVcXGlfP/77+t91TI5/fRuOqEItvgzlBNs+cEP3tf1Y5fK2LFd5fe/H+5rWyZP/sDYMmZMFzOxyq8httAusOW555bqZLXOvrflRz+aoRPyvtYw653NJDG/tsvevZXyk5/M0Gffr2X06M5mklhBgT+/+7Dl2ms/VFuWyKhRncwkMT/bct11M1X0gi0dTbQHP9tyww0BW0aO7GAmibVq5d8+dsMNH6mwuliGD+9gJom1ahXeJN7EjEBEX2pJSaXceOMsFbxhS3sTucKvtkRPITFHYpmSiy66yEwyR5SiiRMnmjXpMeEcHmGhUkZGhv4WjzbRjSCgXXvttSbqEZY98YoA5VUWhS8vKtxGAiRAAo2YAELkzZw50xDABQpxc91/I0eOlJNPPtnkee2112qF60sUPqw3hrR7926ZN29erdMsWLCgeltdbs8vvPCCyTtq1Chz8cVF1aa5c+fat1G9wu0a6e233zav7n/mz59vNgULhejO7/UZYSfRDu+8847ZjRuKwYMHyy233CJXX3212ea1hphXWYnatnv3fhW8Zqv3YIW6uLfVmT6BUJeJOl8iy8Vg/i23zNK+B1sKk8CW2bJrV7lpl3bt/N0uN988q9qW9u0DYUET2RcSVTb6GGzZubNchgwplPbt/d0uN900S3bsgC1t1RZ/t8vPfvbRYVsKpWNH/9uybVuZ6WMdOvjXFohfN974kcCWwYPbartkJeqrmfByYcv118+UrVtL1ZZCDdnsf1u2bLG2BPfQTzjYGE+Adrnuug9l8+aALZ07+7tdAraUmD7WpYu/bbn++g9l0yZri3/7GMSvG/S7v3FjwJauXf1tC36TN2wo0UHJQvG7Lbjub9hQbGzp1q12eP0Yf17q7XD0sZ//fNZhW9ro2t3+tuXmm2cbT/xBgwqle3d/2zJlitOW3HrrE/E+EQTWKVM+Np7Fgwa1kR49/NsusOUXv/hYPViL1SupUL2S/Nsu8W7nWMsrKCjQCcQX6jNh++qiMHZ13XXXiddSH8gEb64bb7zRCF8Y60LKzc01UZu6d+9uPofzD4WvcCgxDwmQAAk0IgIvv/yyEbJwcTn77LODWj5+/Hizb8eOHWaNqaAZ47ijb9++gj+k3/72t9XhGPEZYtjDDz+Mt0aUc7pPp6Wlme0bN240r/gHF00keEohzKFNS5culf/7v/+zH2usq+VVTnVGx5uLL77YfPr44491dv1Ljj1i1g+za4B973vfq7Evkg+o/6ZNm0x5Bw4cqHEoWCBZAa7Gznr8kJnZRD0/jpLMzKayYsUeI4DV4+njeirYcuWVyWVLVla6aRcIlH5NaJdJk/poKM10WblyjxEm/W3LUdW27NpV4VdT9DvfRL2L+qiXp22Xfb61pUWLJupdZG0pUmHSv+1ibcnNbWa+L37uY7Dl6qv76LW8mYYM2qPt4u8+9t3vHq2zXmEL+pj/bYF3FNoF4rdfE/rY9753tPGOWrmyKAls6au2NDd9bPt2//exli2tLX7uY2lytX73A7bsUSHf57bob3JBgf/bJSMjzVz3CwoyzPdl21b/tgtswf2YsUVDOPq5j8GWSZOOklatMkw4yq0+bxc8V35rS5lfL5WCdrnyyt4qXiRLuwRsQVjdLVv82y5+6VCpqaliRS2vOte1fInXMe5t/l1ww20JP5MACZAACcSFgPWEgkdXfn5+0DLHjBlj1vGqqKgw4o71AAt6QBx24MI4depUvemdZNblOvPMM3XW+hAzGwRrW8FbDfF+f/azn9U42zHHHGPWIvvLX/4is2fPNqIZXKVfeeUVcwzcp0888UQVAVaYdbGwPhlCIO7bt09uv/12MxNl2LBh4lUOwkG607hx40x5n3zyic6y+7mG/fmPmd2ybt06+fzzz012iIoDBw50Hxr25+985zsyffp0450HEXL48OFSVlZmhDysvYZ05ZVXhl1evDNiTa/f/OYEs8bXzJnrNVzAF74dzIMtCAv23e/2l48+2qC2fKkDYP4cNIItt98+TAfz+ut3YaOGpPjCt4N5sOVXvzpew1ENMLbcf/9C8etgHoQi2PKDHwyQjz/epCFc/G0Lwhv+8IfHyiefbNKQqwv0d9af3xe0C8JOTp58rHz66SYNE7RA+5g/B8BgC8KB/uhHA3UtyM3GFr8OgMGW224brOGoBhlb7rlnvm8H82DLrbcO1tAtg2Tu3C0aImy+en75t4/94hfHyU9/epze62zRNUj9awtEr1tuOU498Y6T+fO3qi2f6wCYP9sFtkyZMkhuuGGwhvXeJnfdNc+3g3mw5eabA7Z8+eU2Dds4Vz3y/DkwCVtuummgzmYfLF99tUPDac7ztS0/+9lAff4arM9RsGWuTs7zb7vceOOxassQ+frrnboW9BzZuCmwfnS8n5USXV6LFmn6vQ+0y/Llu+SO36otG/1pC8SVG24ItMuKFbv1Wd7ftlx//TE6RjDECKu/+c1n6pHn33b56U+P0d+yIeolVaSThz/TNYsDa5knun/Hu3z0sWuvDdiC9X1//etPfWtLvNkkurxg63QF2x5pfSh8RUqM+UmABEggiQnA28mKJuedd15ISzMzM43bMcL5IdwevI7sxcl6RrkLcM/miDQ/yoNA9fTTTxu3561bt+paRW9UnwYeTo8++qj07t27ehveYB2sGTNmGA+pL7/8UkpKSuSss86SH//4x/LYY4/pg+ZmXSvkRXMMhKx7771X3n//ffMK8eq0004TCF9e5eAgCHLu9OSTTxrPseeff14Hfz+p3g2bf/SjHxlBrHqjvrFluBkhj9c2cPjlL3+pAxh3mTaz7Yb88Aa76aabTL3x+UikESPa6Wz8/jpgtMXEl8eDVlXVkahJ7OccPjxgyxdfbDNx//1sy4knttV26afC8Xbt/x+YBy2/tssJJ8CW/saWH/3I77YUGpF40aIdcs017/u6XYYNC9iyZEnAFjwA+7WPWVsw+DV58vvmAdivthx/fBvTx5Yu3akC63u+tmXo0DY6g72fLFu2y9iybp1/+9iQIQFbvvlmt4r472oIJ//aMnhwa9MuGJT83veSwZa+xjPyu999JynaZbV6e8CWtWv3+vY3+bjjWmkf62sGWL/zHX/bMmgQbOlnwoNh/UU/t8vAgQWmXTBYDFvWrPFvHzv22IAt69cX60TLt31tyzHHtFIb+qrYtdesverndjnmmAJjC0KcXnHFW+rx5d8+BluuvLKvCaN72WX/9bUtAwYE2gXhjbHu8urVxb69vvTv31L72NEm7PSll/5XRUn/2hL76Ef9loAJ9RiH3LNnj+zfv1+wjn12drZ06dIlLhVJqdIUl5JYCAmQgK8IHFCvl/3PPmvq3GTECEnX9YKY/EUgJeX+iCs8Zszr5hi7LlTEBTSgAxCecPny5eYimZWVJX369JHOnTtXi2/uqiI/QgNClOvQoUN1PoQ/XLx4sRGeEGfY6eUGD7INGzaYsuFJhhSsHPf57GeUsWTJEuNZ1qNHD1MWRMN4peLiYp0ljpmVmwSu4GDQr1+/sBb7hNcb0rvvBg9pGUs9L7qoh7z33gZdf8m/ocGs/Rde2EPF0GSxpbvasjEp2uWCC7rLBx8khy3nn99dPvxwo69D6dnvy3nndVNv1E1JYcu553ZTT0/aYtu2obxOnNhVwyxvToo+NmFCV/X03Kzet/6/Vp5zTled7JMctpx9dhf19NzqWw9v53d1/Pgu8tlnyWPLnDlbfevh7WyXs87qrPfw25LCljPP7Kyentt9633rbJczzuis3pHbfet967Tl9NM7aTSQHUlhy7hxnXSy207feqw622XcuI7q6bnLt16eTlvGju2okXWSw5YxYzrquM2uevVYraq63onTRCfChhE6RhtpQmQjJOexdlukZYXK7yw/VL6Gsq9ehC8MsB/S8E74sylVB+bSBgyQNI8QUTYPX0mABBJDAIJX2bXX1ig84447pNk119TYxg8Nm0BjF74aduv4o3aJFr78QYG1JAESIAESIAESIAESIAESIAESIAESIIH6I0DhK/GsExbqECJXhYaPwgB7VVFRUEsggMHbpPmUKYL3TCRAAoknUKGh4Nxp3913U/hyQ0nSz6mpaUlqGc2KlAD6wqFDByM9jPlJgARIgARIgARIgARIgARIgARIgARIgARIoMESSIjwhUF1DKKHErwsEQhk+/Wv8s03jfhFjxNLhq8NmQD6LTwZ3amprhmUomvr1GeKpi7hfDfr0waeq/4IlJVlSosWpXLPPX/S9X2ukYyMjPo7Oc/UYAiUl5fLn//8qBG90CeYSIAESIAESIAESIAESIAESIAESIAESIAESCBZCMRV+MJgeumkSZ6CQF3AcGz51KlyaP16Qcg1JhJoyATQT92hAlHfrFdfNR6M9Vl3CHBedclZsCCoCAeBGd83Z6Lo7KThn/e5Kfvk6aznZWTTtfLIvmFyW9npISu/enUvXf9pobz11pvmL2Rm7mwUBNAnmEiABEiABEiABEiABEiABEiABEiABEiABEggWQjEVfjC4LuXF0wksGwINopfkVBjXhKIjABELnim2VCk6ZdfLs0mT46sEOZuEAQuS19oRC9U5kfNPzPvzym+SoqqmnvWb/PmjgIPn44d10hh4WZJTT3kmY8bk5vAoUOpuvh0O1m/vqsUFeUnt7G0jgRIgARIgARIgARIgARIgARIgARIgARIoFERiJvwte+uu0y4Qi96GGBHCLi0/v3NYDu8uw4uWmQG3b3yQ/xCfqz9xUQCJJAYAumXXSb4Y0ouAgPStshrOU9JKPELQgf+Fi8elFzG0xoSIAESIAESIAESIAESIAESIAESIAESIAESIIFGTyAuwhfWGMKaXl4J4lXmtGmeIdeaT5liQrR5eYlBSEPYOCYSIAESIAFvApMm9ZZDlR1l50fzpaB8R3UmiF+zujwnD54wVcqbcv2majB8QwIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkkPQE4iJ8BRO94LUF0StYSu3c2ewvmTDBeIA580EMw19dXl/wHkO4NuQ9+NVX1UWg7LQBA0z4NrwPlSrffLOWtxrOa71hIOxVPPaYHJg1S3A+JJQZjceMV33hEYc/e8666hvKFq999pzwsgMjawPOiXNZ77pQ5wVfcHYmePDZdaFQJjz1wNKWbxnBrlBle61PhVCXqB8SzotybftiO9oWwmmocp11te9hB8pytmUkHGxdrY22XPuK70Jqp07mI8oNFbITZQTru7AL7YI/r4Rj7Rpd6J9eCfstQ2dbIS/q6T7OncerTJzX8Dv8fbMcUF/82T7sdaxzm9f58X3C8Ui2v6GdkGybh2JiMrr+se0NW23/QRbUFX0I5wvG2FVUg/z41FNnmnodWjdUSiZOrNGmHYvXyR83PWgmENh+0CCNYKVIgARIgARIgARIgARIgARIgARIgARIgARIgARIII4EUqo0xVpeUffu1WKHLQsDy1mvvBKWMIHBaYhf7gTRwAor7n0YcIfQAkHKDr6789jPGFAPJZLAu8wt3uGYFg89ZM5hBQZbnvM1XDtRR5wH9a0r1VXfuo537gcj2FYXIxwDRs1vucV5ePV7CDRW9LEbIRrAK6+uc4ARBFAIK15pT0FBrc05CxaYbaVXXVVDsHBnDFVnZ170MbSjU/xw7ne+D1WmV12dxzrfw25rh3M72gJ1cQuJzjz2PcpAfdAnnAlCTvGg8MPU2bayZeD7BibO5M7j3If3dbWzzR+sznY/Xr3Oj+8bRKjy226T/c8958xe4z1YOIXRGjsPf4Bt6K9ucc8rL+qLc8N+PyfY6ha/YA++d/ieUvzyc+uy7iRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAslKYPbhcdoRUYxPeh1rt8WTVzR1i+f5Iy0rNdID3PkxwOwlqmAQGQPK4SQ74I7BWedfME8MnA8DvOEKOhAYkB8eT5EkDPSHEr1QVrDBZud5kGfv6NFhiV44ztY3nEF753nc78t+8hNTf6/2cefFZ/Dce/LJXruCboP3DxiFOodh5OHVF7TQwztMmzm8+Lzyo84QFEMl7DdehXWUZctAmRCVYuVvy3O+2r4QjuiF45AfAk5dNjrPkYj3kfQlW+e6vjte9TSCYAjRC8eAXemkSV6Hm23m+6P9Ldz2Qz70j3DbJOiJj/AO/N56TTbA7x7sC/UdPcJV5+lJgARIgARIgARIgARIgARIgARIgARIgARIgARIIG4EYhe+Docic9eo2eTJ7k0hP0P8cv8FE84w6B2O547zhBjcxnGRDIaH452Fc6BMtzeU89xeXhjO/V7vzWC8inXRDlZDKAnlNeN1TmzDIHm4IktVcXGdwqA9D+yAJ0+4CaJjuG0FocrtvWTPAzED+yNNOHcocSXS8mz+aPoCjg1loy07Ua/R9qVwhGNnndGG4YpPyIvy3QntFo3ghnJwXLh9zn3ehvLZil9u70qKXw2lhVgPEiABEiABEiABEiABEiABEiABEiABEiABEiCBRBOIWfgK5kWF9XMSkTAw7iVyQDRDuLKchQuN15g7NBzqgkHtcEUQnMMOgqNslIfXYAn5vUQqiAa2HOexKAvh/+qqr9fgvrMcr/fB7ESbwKMO58QfeHmJi+GEj8R5IT5a2zDQDkbw0gsWUg2MvNrOywYrOqIsW65XXe2xlW+8Yd9WvwbjgAy2v4AHwuZ5le0lApowiB6hB+1JUVebxy3+ou9aXjY/XsHMtkv2hx8GDTfpFCTBxZ4nmGckzm/zoF7RJLRXsO8MwpCiD6PuwcpH/w23za3oBdvC+c55Cbs4n9f3EHXNXbVK8nbuNK/o++5+iuOi+b5FwzWRxxjxS9uE4lciKbNsEiABEiABEiABEiABEiABEiABEiABEiABEiCBhkqgSawV8xpk9hIRYj2PPd5rEB6D7hjItim1UyczcI7BbneILwyu17U+UHU5Hmv/QLgI5rWDsH9OASCY8IJ1tCBI2GTri8F+t+cYBCDY4R6kt8d6vXoJDWYwXNdcc5aDumI7GDkT2hR1D1e8hPjhFF9wrPHK8wgtCbEMdoaTUD93W6H9nQKQLafyv/+VjN/9zn40r8iLuriTmz/qg/ojHKW7P7v52zXQwNgKNc7yUedg9qF/uBPyO/uuaN+FYIF6u8t3isxoR1sX5PMqG/0m1u+iF2vY4G5z2Iw/d/9FXpQBcSycZPups96wD95Y7raxwqszr5ORPR/qhX5kE9iBO17dXn1e/cge56dX2Abm+G47meA9tmEf8jCRAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQQLIRiNnjywsIhJxgCQP6ewoKwvrDOkvOhMF9t5CBQW/noLYzv/FCuvRS5ybz3i0o1MpweAPEKbeIgfPVECocB7vrFkyAcopejsOrPZuc2zDY7yVqOPO432NQH54t8OqCBxEGubH2j9dAd7C2cg6Wu8t3fob44hS9sA+MIIx4pXDLtZzddfZqE5zHzR7bIuGP83m1SzT8cW6vBCa2XUybaLt4nRPHuvsdtqEuXnZiXyISzuXFEP3L3eY4P7bjz51Qhlu0cuexn73WqEKZbu85m//Q+vX2bcSvYIx2sB6Q8AjLWbAg4nIa6gFW/KLnV0NtIdaLBEiABEiABEiABEiABEiABEiABEiABEiABEggEQRiFr68BrSx9lMi0gGP9cQweO0WR5znbjJypPOjee81mF8rk27wGsRHvrrOacvyEqyannmm3e356iUoRLqemS0YohYGvVFfCDvuhLYLVwR0H2s/B7MH5wsmqtljQ70GKxfHeDHCdqcoZL2BsN2ZggkoyIP29upL4fYX53lCvQcXtEmodvHqO6HKTMS+YHYH+16gDsH2hWNPMB4o1+t7jO3u5NXPYQc80fDq/L1CW5tzanugTbza3l2+3z7DJoh7FL/81nKsLwmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQQLQEYg516DVY7BxcjrZiXsd5eQthMNsdqs95rFddwvES8RpAd5abkpNTYxDduc++dwoxdtuBjz8OWV+vunlts+WF8woG4IT6oCzzevi9F59wyrR5QoVDBMNo6x6qXK8+Z+tjX4Odt65yIYAcVF7O5NXvnPujfY86Qsy17YK2MIJdDF5M0dbF67hggivEomDJLbDYfKYsD28wux+vob5z4YqoEN68xFxss9tRR5wLdqA/hLLHWT/3+2B9zJ0vms/oC7F+N53nhWcmxD9nmejXDHvopMT3JEACJEACJEACJEACJEACJEACJEACJEACJEACyUAgZuHLDFarqOJMGMjHAGs4AoXzuLreOwdtbV4r4tjP4bx6lRPOcZHm8RoYDyYmhCo72vpC7ML6SnhtbCkYs7oEFAghbqErWFnRMEVZFY8+akQYr/4RTZmJOsbLczOUOIV64DsPxm7bvMpKRL0hYgUTv+z50L74s15osCldQ6LaNdNsvrpeiwcOrCtLg99vxS+ERGUiARIgARIgARIgARIgARIgARIgARIgARIgARIggWQgEHOow6AeHjqw7JUwyGzX1HG+NrvmmlrZ3cJZPAWIWidLwIYjWd+yn/zEeHM0RtErAU0ZlyIh0pZMnCj77r67ljAUlxOwEEMAa/BFImKhXdAmWFMQ7xtbMkLgV181NrNpLwmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQQJISiNnjK1joOIQVCxZCzMvrxkskQjhBZzJCmCsMHM4fTHxzHut87xbUnPvi+d7L8wVrFXnZH+q8dXnZuI+Fl9f+555zbzafYTvaBWWCG9bLKure3TNvY9zoJXzEq7+UT51qQhl6cUWfQF+27YLvA/I3tOT1PXXXsb68u9zndX5uPmWK8eKCVxf+IO7UVXe0PcIBYk2sxpTQv+PVxxsTN9pKAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiTQMAnELHxBRMGgqXtQGcIXBp/DEW1wrJdnkls4Q1kYwHamJsOHS8bvfufc1GDem8Fkl1CH+kbijRKNMV6iF9jBE8bNNJry/XBMsH6HfpauLIIld4g+5HMLsMGODbUdIS5taD1nPoTly7jjjlrCg12Pypm3vt97CbT4ruIvmFACO92/Bai3V1mJtgd9AJ6k1psUvx0Qt9AH0BZeIif2wYZggr6zzom0CXyDMXbWIZL3XuIfzpH1yith/U5Hci7mJQESIAESIAESIAESIAESIAESIAESIAESIAESIIEjRSBm4QsVbzZ5sgkV5jaidNIk4z1R1wAuPJS8BqHhHeVM8FByiwduIcyZ/0i/h8jkrp+XwBfPemLQ3otlsMFtr7zxrM+RKiuYFyD6D8QmrxSMXTzEQq92t2KkV10awjbz/dMQgO4EUc6KSe597v5u97u/y3Z7fb6iT1gvR4iN8KjDemvuBBvCEb4QqtUvCXZ69UGI4eHY6hc7WU8SIAESIAESIAESIAESIAESIAESIAESIAESIAESiHmNLyDEILiXuIUB5L2jR3sOuOI4eIaU33abVDz2GD7WSBAF3IKD1+A5BnO9BnRtYRDVigcOlL0nn2zWvCqZMMFzsNvmj+dr0/HjaxVXV30Ras1d30i8f4KFmQvlAVWrkkmwAf3R3X9gFoSvYOKMVz/EMQgHGW7y8nbCsV7bQ3kMherT4dYl1nwQiby+1+DkZQ9EVKyV5U5e32V3nnh8xvnx/cYfvkP4QxjPYCzTL73U87ReNntm9MlG/H54hc1s8fDDEfVtn5jLapIACZAACZAACZAACZAACZAACZAACZAACZAACTRyAnERvjBQjLCGXskORkN4gqgDIQqvGJzGoHQwsSFz2rRaxUHI8BIz4FnmJQ7BywED8QhfB7HDik71NbCNunoJTrDf7bkGY1Ff2OGuby0QITYEE1O8Bv/h4eQ1IB6ieF/tChZSEv3FycMKsF59CG3o5RETLPwh2hB9DW3o9Kbz6nMmn4o17mTWaNN+EGvCd8vWxUuoqqt81BnenO5kv9NO+/C+9KqrathsjwvmYWf3x+sV9bXfc8Nf28C2rbOu9nxe30HsC+YtaI/z0yv6NH5v3AmiVzDhz52Xn0mABEiABEiABEiABEiABEiABEiABEiABEiABEjATwTiEuoQBsPrC4PNGPj3ShiQxl84CYJFsMFnrOcFEc2ZMLhtRDUVuSD8YAAcwobXYH99eZ/Y+iGUGEQ+ZzIigYovqEs49Y1EOECZsN9tO+qAciDkYB/4BBv4d9bVz+9hK/6cIhfsAX/wACcIWOi3wRLazyt5CZrIh3PZ/gnRyK4/5yWeoR1KJk40Xjfo7/iMNnHX1+v8zm3Bviv4LtrvI0L7BQtP6A+zVnMAAEAASURBVCzL/R7HYM04t3CE73LxoEHVa3cFYwhOXuKZ+zzx+Iz29Aq7irqCMzjhD3UFZ/d3BHVAfwnWtvGoY32WQdGrPmnzXCRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAg2FQNyELxiEwXUkO9huPkT4D0SvYN5jKAoD13Z9HnfRGJx3D9C780DIqM+BbQykwyZ48bhTXfXFQD7W5oo0eQ3+owwMhLu9mgyLqqqQ4k+k529I+eE5iHCbXv0CwoeX+GHrD9EqWF9B23iJavZYvDqFXuT1yo96eX1fvPI6y3a+h6hWV35nXZzH1vUedoIhhEIvVsEEL5Rr+y9e6ysFE+rsdy2U2Iu2DiZ01lf943Ueil7xIslySIAESIAESIAESIAESIAESIAESIAESIAESIAE/EYgLqEOnUZDlIpGXMLgOISGUKKXPQ8Gt3GeSAbUMaid9eqrRiCw5dTXK2wKFnYvWB1MfVX0Cia8BDsO28EnmBeQ8zjwy3zqKeempHsPGyEeQhgKN+EYhIKry1Oprn7uFpvqym/rhzYP53tg8+O1rrIj9SJzlo2+lD1jRkR9ETZEeozznNG+t+0d6fcG+dFPIj0u2nom8jiKXomky7JJgARIgARIgARIgARIgARIgARIgARIgARIgAQaOoG4C18wGCH1MOiNwfi6BAfshyiUs2BBnUKDEybEHZwD5wo1WI1Qgigfeeuqi7P8eL+HkAEbUV8MzgdLzvp6hccLdpxzO8rP/vBDY3cwNmABJtGew3m+hv7eiBoqetbVH8HN9sVw1j8y5apYEqpNnZ5mzvxezOz50S7B2s3rOGyrq2wvb61gZXltR/nov3UJbM7+G6kNXueNZpuzrnV957EfIno0zKOpW6KPoeiVaMIsnwRIgARIgARIgARIgARIgARIgARIgARIgARIoKETSKnSlOhKYtAd3i94tQPwEFzs+lbxOD/Kh8hgy4eIYM8Rj/LjXUZ91hfePpY9uGCwH6+NNYGF5W8ZoK+E4yVn83u92j6OfRBf0L9DJbSLFcaQH+ePV7s4PbzCqUuoenrtM6EDda0sW/+G/H2z7W2/A7An3ry9GNX3Nope9U2c5yMBEiABEiABEiABEiABEiABEiABEiABEiCB2AnM1nFipOHDh0tKSkrYBULa+fjjj03+ETrmb5Mtz36Ox6uz/HiUl+gy6kX4SrQRLJ8ESIAEGjMBil6NufVpOwmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQgJ8JzJs3TyoqKmTgwIGSmZkZtimlpaWycOFCadasmQwZMqT6OApf6vhQTYNvSIAESIAEfEcAXndl115bq95Ypy6ckJ21DuQGEiABEiABEiABEiABEiABEiABEiABEiABEiCBeiOQn59vzrV58+aIzmnz2+MjOjjJM1P4SvIGpnkkQALJTcAZ1tJaStHLkuArCZAACZAACZAACZAACZAACZAACZAACZAACTRsAu3btzchDrdu3SpFukxPOAn5kB+hEXE8U00CTWp+5CcSIAESIAE/EcD6dFhjDWuYIVH08lPrsa4kQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAKNnUBGRoZ06dJF1qxZI0uWLBF4cBUUFEjLli0lLS2tGs/Bgwdl165dsnPnTtm9e7fZjuNwPFNNAhS+avLgJxIgARLwFYG0/v0le8YMwTpfTUaOlCaOhSx9ZQgrSwIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAKNlECHDh2kqqpK1q5da4QtiFt1JYheOI6pNgEKX7WZcAsJkAAJ+ILA9Olrvq3noEtESvWjc9u3e/mOBEiABEiABEiABEiABEiABEiABEiABEiABEigARAYN66rZy06duwoeXl5sm3bNikpKZHS0lI5dOhQdd7U1FTJzMyUrKwsadOmjXmt3sk3NQhQ+KqBgx9IgARIwD8ETj/9Ff9UljUlARIgARIgARIgARIgARIgARIgARIgARIgARJQz67rg1KAqIU/ptgIpMZ2OI8mARIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIggYZBgMJXw2gH1oIESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESCBGAhS+YgTIw0mABEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABBoGAQpfDaMdWAsSIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESIIEYCVD4ihEgDycBEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABEiABEmgYBCh8NYx2YC1IgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARIgARiJEDhK0aAPJwESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESIAESKBhEKDw1TDagbUgARIggXoncOmlPSU/v1m9nzcRJ7zkkp7SsmVy2HLxxcljy0UX9UiadrnwwmSypXvStMsFFySPLeef310KCpLjd+y887oljS3nnktbEnHdjrXMiRO7Jk0fmzChq7RqlRzf/XPOSR5bzj67i7ZL81i7aoM4fvz45LKldevkaJezzuosyWLLmWd2ljZtMhpEf4+1Emec0VkKC5PDltNP75Q0towb10natm0Ra/M2iOPHjeso7dolhy1jxyaPLWPGdJT27ZOjXRpER28glaDw1UAagtUgARIggfokgIeTJ54YK88+e7p06NBCUlLq8+zxPRceTh5/fKw899wZakumr23Bw8njj4+Rf/3rTOnYMRlsGSv//rf/bcGD1mOPjZEXXjjL9+2Ch5NHHx0jL744Xjp18ncfw8MJbHnpJf/bctppHeSRR06Tl18+2/ftcuqpAVteffUc6dw5y9e/ydaW116b4HtbTjmlvTz88Kny+uv+t2X06Pby0EOnyptvTpQuXfzdx04+OWDLf/97ru9tGTWqnbbLKfLWW/635aST2smDD54ib7+dPLa888550rVrtq9/k0eObCsPPDBapk/3vy0jRsCWUyQZ2mX48EK5/360y7nSrZu/+9iJJ8KWk8133++2nHBCodx3X3K0y7BhbdSWQLt07+7vPgZb7r03OWw5/ninLTm+vr4MHdpa22WUuYfp0cPftsR3tM3/paXdrsn/ZtACEiABEmh8BH7968+iNnrLljKdKZ0uZ5zRXfr0yZcvv9whu3btk6qqqIs8Ygd+a0s3OfroPPniC//asnVruXrioF1gC9plu2/bZevWsmpb+vXL13bxty35+YF26d+/peljO3f68/uybVuZ5OUFbDnmmALTLv62pamceWY3+daWCl/+jm3bVm7aBbYce2wr0y47dvjZlqbm+jJwIGzZJn62JTcXtnSTQYMC7eLX78v27eWSk4PvS3cZPLj14T7mz9+xgC1NksKWHTvQLrClmwwZ0sbX7bJjxz7Jzg60CwbDFi7crt99f/axb23pJsOGFZp22b7dv7ZkZaWZPjZsWFttl23ib1uamN/k4cP9bQuuJZmZacaWESPame8Lftv8+Cy2c2eFtGgRsGXkyIAtuK/xoy27dn1ry0kntTf3MP61ZZ9pl9NP7yqjR3cw332/2zJuXFc55ZSO5vuC52Z/9jG0S6rAltNO62Taxc+2NG8esGXMGH/bsnt3hTRvnmbaZezYzqZdtmxJfB+7/fYTEjqOtn79+riX37lz57iXmcgCKXwlki7LJgESIIEEEohF+Nq//5DMnLnJPHBNmNDT3BTPnbtNysoOJLDGiSkatnz00SbJyEgT2IKHyDlz/G0LbiBhS1ZWE7Vlq2/bZdasTXoDmSrnnNNTB8Oa+tqW2bM3S3p6imkXDISjXUpL/fl9gS1Nm6Zou/QwYstnn/nXlo8/3ixpaQFbELr1s8+2+LJdKisPScAWMe2C0K1+tuWTT7borM8qYwtChcGWkhL/fV8C7QJbDlXb8umnsKUyMRe0BJYKWwLtckjOPruHhqRqLn625dNPt8qhQwdNuyAkFWzza7vAloMHD+r1pYcJ4/TJJ5tl715/9jFcTw4cOGD6WLt2mdrH/GsLrvPWFkQUQB/za7vgvriyEu3SXT3Xs8z1xq+24HmlsrLS9LFOnbKNLcXF/vy+zJ27VfbvD7QLPKRxH+BXW+apLfsqKs1vcpcutl32J/Cqlpiica2cN2+b7NsHW7qrB1uOaZeiIj/aUmVsqdB2wXW/e/ccwTOAH205cKBKPv98m5SXw5buakuutssmH9uyXZ/v9xtbevbM03bxry3z52/Xdtkv48d3l169YMtm2bPHf98X9LEFC761pXfvfMFYRqJtofCVmN9yZ6kMdeikwfckQAIk0IgIYND+ueeWmxvIHj3ydMZxum+thy3PPrtcbyArpWfPfMnNTQ5b0C5+t+WZZ5apEIF2yVORxb9rmKCPWVvQLslgS0nJfoEt8Gbza0K7PP30Uh3wtrb4u49Nm7as2hY/r1uIdpk2bakOEu/XwQn0Mf+ux4IJIU89FbClR49cX68rBVv+8Y+lOrBaYdrFz33MbUtBgb/72N///rUOrqBd0Mf8bstSHYy0tvh3nRz0sb/+9dt28fN6XwFblmgf22f6mJ/XlYItf/vb1yYiAr4vrVv7uY8dlL9X25Ln6zWyysoPmusLIoh064Z28e/vWLnaguv+zp3lxhY/r10WsGVZ0tjy9NPL1JM4OdrlmWeWV9tSWOjfdaXQx55+erl6Egfaxc/r4zlt6do1N2nWlPPrc3686k3hK14kWQ4JkAAJ+IwAvCPuuGOEeuI0k7lztwhCH/g1wZY77xyuIlEz9cTZ7HNb0tWWEcYWtAtCH/g1QVC5664RRiSaM2eLICylX1O+hge8++6ROoAf+L742RaEOoQtLVtmmO/+5s3+bRfY8sc/fmvLpk2lfu1ixvsOthQUoF22yqZN/m6Xe+45SVq1ytDZxlvUFn+3y733Wlu2yoYN/rblT386SQdXW2i7bJWNG/1rCyaF3HffKGPL559v0XYp8e13H7bcf/8oKSzM1BntW2X9en/b8sADo3Sw6LAt6/b6ul0efPBkgecavi/rksKWLNPH1q71ex87Wdf1tbb4t48h/Oz9+n0J2LLl/7N3J3ByVPXe/3+zZCYzk5nJvpA9IYGQRJZECIRNNlmuIBIVfAzP9S8KKI/LVUGBq8997gN/Rb1XfMEF9F4XuBr/Csi+CUgwQYRgWELIQhYmhKyTZCaZmWSWzL++NdRQXV29zUxPuro/x1fb3VWnTp1610xI+tvnHNu4MdrXoj+TdS1///u2yF+L/ls5blyNey0b1jdG9s8x/Yzp7zDjx+tattuGDdG+Fv09ecKErvuyPuL35ZZb5ndfy7p1DZH+GdO1TJpU44yY2m7r1kX3Z0wz1PzgBye9fy3b7O23o3tfIvsDlYWOE3xlAZUmEUAAgVwX0If3DzxwgZ111kRnpNRbzgfHyyM5RZCcFa788Y8X2NlnT3JGsK2yH/5weSSnovGu5f77LzDNxf773692wom/R/danEDi3nt1LZPtD39Y4/wl8pXIXovCld//4Xx3PZl7713jBJOvRHIqGv2Mudfy+/Ps/POn2P33r3HC72hfy+9+d64ztcZU58+Atc61LIv0ffntb891p6J54IG19n//78uRnL7F+xn7zW8+6k7b9tBDb9v/+T/RvRYFEvfcc45ddNE0e/jhdfa///dLkb0vupa77z7HPv7xafbII+vte9/7W9anb9HPQzaKruXXvz7LLr54mj366Hr753+O9rX88ldn2SWXTLfHH19vN974YqTvyy9+ceb717LBbrjhr7Y7gtMd6WdWHxb/53+eYQsWHGFPPrnBrr/euZbd0Zu6ybuWn//8DPvUp460P/1po3372y8413IgG7+aWW9T9+Wuuz7y/rW8Y9deu9QZ+RXta/n0p4+0Z56pc67lhUhfyx13nG6XXnqkPftsnX3zm9G9L/rg+/bbT7fLLpthzz1XZ//0T0usPqI/Y7qW2247zb2WxYs32de//hdn5Fc0f190LfpSxf/4HzOc5Rreta99LdrXopD4s589yplKb7N99avPR/q+KCReuPAoZ4rDzfa//tdid23PrP/HIAsnGDRogP37v59sl18+051G85pronstWeCJdJMEX5G+fXQeAQQQ6JnA0UcPc76RV23/9V+vO/+YfzGSa+J4V/6hDw13v134y1++Yd/5zl8jfy2HHVbtTOGywq677gUnjIzemjjefZn9If2MDbJf/WqF+8FEpK9l9jDnW5/VzgetK9x/zOfDtdx995vuP+ajuCaO9zM2a9ZQ5xus1c6H+W+6/5iP4nol3rXMnNl1Lffcs9L9x3yUr+Woo7qu5b//e6V95SvPRzbw1r2ZOXOI+23c3/xmpfuP+WjflyE2fkK1M2XrW/blLz8X6fsyY0bXfdEXd770pWhfy5FHDraJzrfXFy1aZVdd9efIhvf6fdG16Jv4+hLSlVc+G/FrGWITJ9ba//f7VfbFL0b7vhxxhPMzNrHG/ULVFVdE+75Mnz7Y/Sb+H/6w2j7/+Wci/TOmtXD0M6YvVH3uc09H9ksV+t3XtWhaMH2h6h//MerXUutOb6hrufzyP0X8vtS690VfqFq48KlIX8vhh3fdlwceeNsJjJ6M9LVMnVrjTjmrL4d95jNPRPbLLvrd17pxmnJW13LppdG/lsmTB7tfdPv0px+P9H3RvaF8IFDU6ZQP3vIKAQQQQCAqAkVFt/aqq6ecMsYZjr4zsiO9/BefT9dy8smj7dVX6/PivuTTtcyfP9pef70+0h8We78zJ5002t54I1+uZZRzLbvy4r6ceOIoW7GCa/F+TnPled68Ufbmm/lxX/LpWk44YaS99dbuSH/w7f2MH3/8SFu1imvxPHLl+cMfHmGrV+/Ji5+xfLqWuXNH2Nq1DZH+4Nv7Gc+na5kzZ4QzxVlDXnxYfNxxw03T6O2J6IhV7+dLz/l0LcceO9yZQrMxsqNv/fel61r2Rnb0rf9ajjlmmDMV8L7Ijlg91NfS2flVfxf6/PXSpUv7vM358+f3eZvZbJDgK5u6tI0AAghkUaC3wVcWu0bTCCCAAAIIIIAAAggggAACCCCAAAIIIBAiQPAVgtLHm5jqsI9BaQ4BBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQODQCBB8HRp3zooAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIINDHAgRffQxKcwgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAodGgODr0LhzVgQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgT4WIPjqY1CaQwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQODQCpYfmtJwVAQQQQKC3AnfffXZvm+B4BBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgrwQIvvLqdnIxCCBQSAILFx5VSJfLtSKAAAIIIIAAAggggAACCCCAAAIIIIAAAikFmOowJREVEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEoiBA8BWFu0QfEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEUgoQfKUkogICCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggEAUBAi+onCX6CMCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggEBKAYKvlERUQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQiIIAwVcU7hJ9RAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQSClA8JWSiAoIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAJRECD4isJdoo8IIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIpBQi+UhJRAQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIAoCBF9RuEv0EQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIKUAwVdKIioggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAghEQYDgKwp3iT4igAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgikFCD4SklEBQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgSgIEHxF4S7RRwQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgZQCBF8piaiAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCAQBQGCryjcJfqIAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCPSzQGlpaT+fsfenI/jqvSEtIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAJ5J1BeXh65ayL4itwto8MIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQPYFqqurs3+SPj4DwVcfg9IcAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIJAPArW1tZG7DIKvyN0yOowAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIZFdg6NChNnjw4OyeJAutE3xlAZUmEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIGoCpSWltrIkSNNz1ErBF9Ru2P0FwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDIkkBJSYmNGzfOhg0blqUzZLfZ6EV12fWgdQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEECgIAUGDBjghl6HHXZYZK+f4Cuyt46OI4AAAggggAACCCCAAAIIIIAAAggggAACCCCAAAJ9I6ARXpreUGt7RbkQfEX57tF3BBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQKAHAmVlZVZeXm7V1dVWW1trQ4YMsaKioh60lFuHFHU6Jbe6RG8QQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQyFygOPNDOAIBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACB3BMg+Mq9e0KPEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEeiBA8NUDNA5BAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDIPQGCr9y7J/QIAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEECgBwIEXz1A4xAEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHcEyD4yr17Qo8QQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQR6IEDw1QM0DkEAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEMg9AYKv3Lsn9AgBBPJc4De/+Y0VFRVl/PjqV79q+/fvz3MdLg8BBBBAAAEEEEAAAQQQQAABBBBAAAEEEOi5QGnPD+VIBBBAAIGeCIwePdrOPPPMjA7dvn27/fSnP7VjjjnGPve5z7nH3nHHHRm1cagrn3322TZw4MBD3Y2cPP+gQYNs8ODBOdk3OoUAAggggAACCCCAAAIIIIAAAggg0D8C+/btM30OqOempiY7ePBg94mLi4utqqrK9DnSyJEj3efunb4XK1assIaGBt+WxC/LysqsvLzcqqurrba21v18SueJeiH4ivodpP8IIBA5AYVemQZf999/v11yySWRu1Z/h//0pz/53/LaJzBz5kw79dRTfVt4iQACCCCAAAIIIIAAAggggAACCCBQSAKbNm2yurq6hJesEGzv3r3uY8uWLTZhwgQbP358XP10Qy8d2Nra6j7U7nvvvWfDhg1zQ7WhQ4fGtRulDQRfUbpb9BUBBBBAAIEeCKxcudK2bdvWgyM5pFAFJk2aZJMnTy7Uy+e6EUAAAQQQQAABBBBAAAEEEOhXAS/00mirIUOGuAGUwqeSkpLufnR0dNiuXbusvr7edu/e3R2ShYVf3Qdl+EJtKwRraWmxsWPHZnh07lQn+Mqde0FPEEAAAQQQyIqAvgW0Zs2arLRNo/kpoGkTCL7y895yVQgggAACCCCAAAIIIIAAArkl0NzcbAq+ioqKTLMC1dTUhHZQIdiIESPcR2Njo2lKQx2nUVqVlZWhx/Rko0aBeSPPohp+EXz15M5zDAIIIIAAAn0ooBFZq1at6sMWY5vyzwcdu4d3CIQL/P3vf7fly5eH7yzwrfr23RVXXFHgClw+AggggAACCCCAAAIIIIBAXwls3rzZOjs7bfTo0QlDr+C5FI6NGjXKtm7dajp+2rRpwSq9eq/PktSu1v8aPnx4r9o6FAcTfB0Kdc6JAAIIIICAT0B/udFwdQoCuSJAWJr4Tshmz549iSvk+J6BAweaHhQEEEAAAQQQQAABBBBAAIHcEPD+jTlmzJiMOqT6Cr684zM6OI3KbW1ttn37dtOUi/oSaJQKwVeU7hZ9RQABBBBAAAEEEDikAgqqFy1adEj70JuTH3fccXbCCSf0pgmORQABBBBAAAEEEEAAAQQQ6EMBTS2oUlFRkVGrXn3v+IwOTrOy1hLTul+aYjFKheArSneLviKAwCEX2Lhxo7311lt29tlnW2lp7B+hBw4ccOfW1SKTmlt30qRJ7mKUmp/XKxopsGPnTlv39tum11OmTDF9O8Nfx6vLMwIIIIAAAn0toDX/Xn755b5uNuvtTZw40UaOHJn182TrBNk0Lysrs6OPPjpbXaddBBBAAAEEEEAAAQQQ6CeBTD8fzLR+Ty+joaGhz4MvfX6qz1k1Wk3B3YABA6y6utrGjx/vflba0756x8V+autt5RkBBBBAIE5AQ4f/5V/+xZYsWWJa/0Z/GHtFC0n+27/9m/3lL3+xffv2uftmzZplX/rSl2zOnDnucGAFXYsXL7bbb7/d1q5d687dq9Br/vz5dv3118cFaV7bPCOAAAIIINBXAgq+9Iha0TcZoxx8LVu2LGvkVVVVBF9Z06VhBBBAAAEEEEAAAQQQaGpq6nOE+++/39599924djXQ4MYbb4zbnukGgq9MxaiPAAIFKaBg6+abb7Z7773XDbb86zHt37/fbrnlFvvFL37hhlhXXnmlvf7666Y/wHfs2GG33nqrTZ061bZt2+YGYfpGw6WXXmonnniiW+dHP/qRO5T5W9/6VkHactEIIIAAAgikElBwpP+2UuIFmpub7be//W38johs0ReEjjjiiIj0lm4igAACCCCAAAIIIFB4Avo3R18X/2er/rYTbffXSec1wVc6StRBAIGCFdAfts8//7x94xvfsFdffdUdpRXE0AdxGgVWW1trjzzyiGnKIYVbWgdGYZi+vaDgSyO93nnnHbvmmmvs+9//vjsK7FOf+pQblik4O/XUU1l3JYjLewQQQAABBByBlpYW9wFGvID+vqGpR6JaNFU0BQEEEEAAAQQQQAABBHJXQP/miFopjlqH6S8CCCDQnwJawPH3v/+9+4HS9773PZs7d27celzjxo1zg7E777zTDb3Uv8rKShs6dKi7jpc+rNM0hwrINE3Tueee64ZeqldcXGyf/vSn3Q/zFJ5REEAAAQQQQAABBBBAAAEEEEAAAQQQQACBXBHoafClz0T1ead/xJgGCGjGCi0pE1Z0rp///Oe2atWq7t3t7e320ksv2c6dO7u3pXrBiK9UQuxHAIGCFtCaIhdeeKFdfvnldtxxx9kLL7wQ53HYYYfZZz/7WXe7pj3UH8SvvfaaPfbYY3bKKae4o70UcOkbzVp0sqSkJKYNjQLTH+B1dXUx23mDAAIIIIAAAgjku8D27dtj/lGb79ebyfXp74zTpk3L5JC06/o/SEj7oDQrlpeX2+TJk9OsTTUEEEAAAQQQQACBfBV44IEHbPXq1bZ06VI7/fTTbe/eve7rVEHa5s2b7Xe/+53NnDnTjjzySHv22WdNgxOGDx9uX/ziF7sHHiRzI/hKpsM+BBAoeAEtGH/eeeel7bBu3Tr7whe+4E5pqGO1lteYMWPc40844QT761//ak899ZQdc8wx7tSI+oP84YcfdkeEZWOhyLCOaxrG9evXm87dV/Pmhp0nl7bpg6OxY8falClT3JF4udQ3+oIAAggggEAhC6xdu9b0oMQL6AtY2Qq+/vznP8efsI+26AMJgq8+wqQZBBBAAAEEEEAgogIvvviiG3qp+xr59fjjj2d8JW+++abp4RWN+NJAg49//OPepoTPBF8JadiBAAIIZC4wZMgQ+9a3vmUrV660J5980u6++2732wnnnHOOOyrsN7/5jbvul0Z5aYpErRvmrcuhUWHZLps2bbKXX34526fJufYV8GlEnR4f/vCHbfz48TnXRzqEAAIIIIAAAgj4BTRbgL4gFbWiv9tGsd+es2Z50BemKAgggAACCCCAAAI9E1DQ9cwzz/Ts4BRH6bNUfbaX6u9rBF8pINmNAAIIZCKg0V3/+I//6E5rOH36dLvxxhvt/vvvd6c8PPzww+3Xv/613XDDDe42fYv3+OOPt+9///v25S9/2QYNGpTJqXpU96233nKPu+CCC+zKK6809aEQiv6De9ddd9mjjz5qMiD4KoS7zjUigAACCCAQbQGtEas1EKJW2traItlvz1nT6VAQQAABBBBAAAEEei7wyiuvmP5OmK2iGbUWLFiQtHmCr6Q87EQAAQRSC2iKQk1xqGldtN5XaWmp+5h34ok2Y8YMd+5arf01cOBAmzt3rvuNBx0zYMAAq6ystDvuuMN9PWnSpNQn62WNffv2uWuMfe1rX0vakoYOa92xsFJbW5tRYKbQyRvVluxYGe3Zs8c9pQzlmaz429XaaaNGjUpYXQGfrvmJJ54wGVAQQAABBBBAAAEEEAgTePrpp00PSrzA0KFD7dOf/nT8DrYggAACCCCAAAI+gXRnm9IgAK3jNXLkSHcNL60HtmPHDl9L4S8101aqQvCVSoj9CCCAQAoBjSLS9IZnnnmmO6pIgZa+oVvvhEeNjY3ulIYKcjT14S9+8Qt33S99K0FhjRZm/NWvfmWaInHevHkpztQ3u9NZ10sj0RIVTcmoEVMnn3yyXX/99SlDsB/+8IfuNao9jYb77ne/G9q0RmTdeuut7j4Z6j+SNTU1oXW18cc//rHrqdcKEFesWKGXSUs61560AXYigAACCCCAAAIIIFCgAtkezac1kvXvIgoCCCCAAAIIRFvgmGOOsSVLlliyz+E0M9Yll1wS87niRz7yEffz05deeikhgD5PnTVrVsL93g6CL0+CZwQQQKCHAloH4KijjrIHH3zQ9Af7hz70IdOILk1ruHnzZrviiivcP8T1DUktJL5r1y539Jf+YaeFHV977TX7zne+Y3PmzOlhD7J3mP5j4p+CUdelUE9rlOmxbNmy7mkbw3qhfxzLxSta70FTPZaUlHibQp913FNPPZVw2HJnZ2ePFsUMPRkbEUAAAQQQQAABBBBAIKXA3r17s7p+m/5Nddppp6XsBxUQQAABBBBAILcFFGAdffTR7meC+vwwWPRZYzD0Uh19Xnjuuefae++9Fzp1tj5bvfjii9NawoTgK6jOewQQQCCJgIIgFe9Zr6dMmWJf//rX7Uc/+pE78mvq1KnuPLYKZ770pS/ZJz/5SSsvL7djjz3WrrnmGjcQ07OmPtQUgP/zf/5P++pXv5oyDNK5+rtoVNXHP/7x7tO2trZaXV2d/exnP7N7773XNAT5L3/5i51zzjnddfwvnn32WXdUm7etvr7enn/+edN/AFOVRx55JGHw9fe//922bNmSqgn2I4AAAggggAACCCCAQEQE9CGXvihIiRXQlysZCRdrwjsEEEAAgdwXUEg1efJk94vzwd5qekMtSxJWNNOUBgeErXWrKRE1C1U6heArHSXqIIAAAu8LaNo+jc7yj4LSH8hnnHGGKfBau3atbdq0ybSWlQIxDdvVaxWFX//0T//kfnNhw4YN7sipiRMnuuuADR48+P0z5PZTWVmZe0233HKLO2R569at7ppliYIvhWMqH/3oR03z78rmj3/8Y9LgS+dQwLZ06VI3NAv7R95jjz3mtuvVdd/wfwgggAACCCCAAAIIIBBZAa336635G9mLyELHp0+fTvCVBVeaRAABBBDIvkBzc3PoSRRgJSuJ9idqL6wtgq8wFbYhgAACCQRmz54dukdreCn4Util+WsVhunhLxolpoDrxBNPtBNOOMHdpTr+0WP++rn+esSIEabg68CBA6Fd3emscfbcc8+5+z7xiU+43/K488473cXC9+3bFxMe+hvQtz40Mkwjy5544gm77LLL/LvdwNALvs4777yYqRRjKvIGAQQQQAABBBBAAAEEEIi4gGbCiOq/GTVl1ec///mI34HsdV//rg0b0ZC9M/Zdy/qZ/MIXvtB3DdISAgjkpYBmuworu3fvDtvcvS3R/kTtdR/oe0Hw5cPgJQIIINBbAf3lTyFYsqI6qda4SnZ8Lux788037a233nK7oikcw4rW9lIIqBFbmtpw3LhxpuBr//79bqC1YMGCsMOsvb3dLrjgArvjjjtM/8gLBl+vvPKKbdu2zSorK+2UU04h+ApVZCMCCCCAAAIIIIAAAgjkg4DWWI5q0fT/jOJLfPc004n+zRzFos81onhv9eXjmpqaKJLTZwQiJ9DW1ma7du0K7beWTtFnhYk+H9XnjmGlqanJ9KiqqgrbHbMt+aezMVV5gwACCCBQaAIvvPCC+x8U77o1EmvVqlXuul4KqI477jj7zGc+4+2Oef7DH/7gvv+Hf/gHNwycMWOGOypu3bp17nSHiYIv/cNOxyj4eumll0wjx4YPH97d9qOPPuq+Puuss0xTHVIQQAABBBBAAAEEEEAAAQRyT0D/tlu0aFHudYwe9VpAoWYU762WrVi4cGGvr58GEEAguYCWO3nyySetoaEhtOKOHTvc/eeee27cjFnLli3r/rJ98ODNmzfbT3/6UzvttNPspJNOCu6OeU/wFcPBGwQQQAABv4DW6PLW6fJv915fffXVNmDAAO9t9/OKFStszZo17vuLL764e7sCrVtvvdVefPFF27Jli40ZM6Z7n/+FPyR7/PHHu/9iqn846b2K2mppafEfxmsEEEAAAQQQQAABBBBAAAEEEEAgVECj7F5++eXQfX2xcdiwYe4SGH3RVlgb77zzjm3fvj1sV59s09ITml0nikWji1599dWsdX3o0KHul7mzdoI8a1gzOKVaj0tfdn/vvfdszpw5pjW9NL2hf4apRCRacuWpp54i+EoExHYEEEAAgdQC+vbE5MmTuyvqPy76i5ZCLX1rQ3N6f/GLX7Rvf/vb3XX0wgvLdOwxxxzTve9jH/uYG3zp22GaCvGqq67q3hd84YVkGuHlfSNL/1HUt0L0La1TTz3V/XZI8DjeI4AAAggggAACCCCAAAIIIIAAAkEBBV8aTZKtcvjhh2c1+NJa6PqicbaKPsOJcvCVzXs7ZcoUgq8MfvD0WaBmkUpVtM5hT9Y61P1IVRjxlUooZH+n82Fv+9KldtD5w0avvVIye7aVzJplxRMmeJt4RgCBLAnod6/JGZ6u38VyJzypuOmmLJ2psJvVdIQf//jH4xA0n+43vvEN9xsWP//5z+2SSy6xadOmufX0F8mHHnrIfa2pEYNrdHmN/fGPf0wafGmdL40O07extKbXqFGjzJvm8JxzzmGaQw+SZwQQQAABBBBAAAEEEEAAAQQQOOQC+qLwb3/726z1I9uz3jzxxBNx085l7WL6uGF9wTqbZdOmTX16bxMtG5LNa+jPto8//nh3tqdsrVM5b968lJdD8JWS6IMK+oB9/w9+4H7Q/sHW+FcKvgZee62VXXZZ/E62IIBAnwi0OvOE63dS5cCdd1r7kiU2yAlbimpr+6R9GkkuoEUkb7zxRjf40l8uNJzcC76eeeaZ7kVuGxsb7W9/+1toY2vXrnW/qTTL+cJAWNE3pY444gjTgpePPfaYXX755aa/hKkoFKMggAACCCCAAAIIIIAAAggggAACuSKg6fYSrWmUK31M1o+9e/cm213Q+6J+b/v75g0ePNg+/OEPJ/xMsDf9mTRpUvdnkMnaIfhKpvP+Po3sar7mmu4P2VMd4tXff8stVnnbbVY6f36qQ9iPAAK9FOhwhnrvu/BCwq9eOmZyuMIvr/j/YudNc6hA6/rrr/eqdD+3t7fb5z//edNfGjTqK1HwpQM03aGCL430UgimEWS1Trh5yimndLfHCwQQQAABBBBAAAEEEEAAAQQQQAABBBDIHYGzzz7bXS5l69atVlRU5C6FonD17bffTruTmv1JX4zX0if6HFFTcX7iE59w20vVCMFXCiGFWPsuusid1jBF1bjd7rHOB/Gagk1TsVEQQKDvBDSi8sBdd8X8bhJ+9Z1vOi09+eST3dX0HyEVLbL6/PPPu68/+clPWqKhx6eddpo9/fTT9vDDD7vhWElJiXtM8P8UfP34xz+25cuX289+9jN3t/7DWVrKf76CVrxHAAEEEEAAAQQQQAABBBBAAAEEEIiugGZVUkiUbsn2FI/p9iOsnj6702eDf/7zn+2kk06yww47zK32yiuv2F/+8pfu2aLCjq2oqLATTjjBTj75ZPczQE2duHjxYvfL8zU1NWGHxG0rjtvChm6B3oRe3Y04L1puuCHt0WL+43iNAAKJBTSl4aAHH4xbU88Lv/zr7yVuhT2pBPRNjJ07d3Y/duzY4YZQtzmjWb/73e+6h0+cONH9D5HePPDAA9bR0eH+R0mhVaLiTVWotpc401QmKmpbI8L0H3IvUEvWbqJ22I4AAggggAACCCCAAAIIIIAAAggggEAuCpSVlbndynQdN6++d3yuXduwYcNswYIF3aGX+jdnzhz7yle+YiNGjAjtroK/r3/963b66ad3f/Fdsz9d6AwwmjJlSugxYRv5ynyYyvvbko300ofuGnFS8v7aNArJtN6Qt+ZQsNmmhQutxhmxwPpDQRneI9BzAa2np/Ar+LvqhV+s+dVzW+/I733ve6ZHoqJg6j/+4z+6/0N03333uVU1omvIkCGJDrOzzjrLysvL7cCBA+50h6qfqCjoWuFMZamiNuczfWwiKrYjgAACCCCAAAIIIIAAAggggAACCERMQGtiaRalLVu22NSpU9Puveqr6PgoleLi4u7PEsP63RdBHiO+wmSdba2LFsVMoeavpmkLa9evd6cwVPilx8DrrnPXFtIH7fowPlg0+uTAnXcGN/MeAQR6KeCFX8HfOy/8YuRXz4D1H6BEZfjw4e4Q5aucPwsfeeQRmzFjhlt11apVtnbtWvf1xRdfnOhwd7vWB9M3N1T+9Kc/mdb9SnROb3SY6n70ox+1sGkRmfpQOhQEEEAAAQQQQAABBBBAAAEEEEAAgagJjB071p3icNu2bdbY2JhW91VP9TVCSsdHrSSa0jHR9kyvr8iZPqoz04MKoX7jsceGBl8KuAZee21SAo3+2ut8oBv8wF2jvRSYpSoaNdb22GPW7kz/5bWhY/XB/oDzz7dSZ7RD8EN+r02Fa/rAP1i0zliy0Wb7b7kl9HornenMwor65fWz4403uvupfnn9VF+TFfUzLAz0zqn29//gB939KvvMZxLaq67CSn9fPDN5qS+JzML6qOtT39Su7qeKjveCTr1XHU1jGSz6+Uh1Lr+d177X31T3OHg+3ncJyFEjK4M//xqVmQ8jv+6//3675JJL7Be/+IV97nOfcy/6jjvuyPj2qx0VhU2FWLQ+mIoWwqQggAACCCCAAAIIIIAAAggggAACCCDQ3wJXX3113Ck3bdpkdc7nm/piuGY80jSBQ4cOjfkCuJYX2bVrl9XX19vu3bvt4MGDNsH5zHr8+PEx7S11PtPu6xK1GZiY6jDkJ0ChkxdG+HcrkEgVeqm+Qo/yK680hUn+oqBEwUzJ7Nn+zd2vFYY0X3NN6LnN+cHXB/rqm4r6oRAurCgAChYFNgqAwor6pYApWBIFV+qD+qnjguWg0097P4SSg0KsZOcN66uOUX+CfmH3RH1R+BS2z2+mOu7IvDRCKQVeOnfw+nRtukfap+n1VML6r/MkCr7UT9mpnbiSwT2OO5YNrrkCrn3OfK/+8EuvtS0fwi9uMwIIIIAAAggggAACCCCAAAIIIIAAAgjkn4AXXin8UrClR6oSFnqlOqZQ9ieey6pQBEKu0wuXgrs0xWG6pfTkk0Or+j+Q91dQ0KMP50MDHH/F918rfNnrrIkTDGcUuoSN7Gp79NGQVro2hYYwzq6w4Ev91Kia4HnDGte16JrCQrWw+t42GQVDL2+f/9nrS7pmCqmCa0H529NrtamQLNn1udd10UVJ6wTb1XuFnhoJmMg7eIwM5JesL8FjCv29fvYVcHlr73keXviFZZdI2FSBnlW+Pxfytef7veX6EEAAAQQQQAABBBBAAAEEEEAAgSgLKPw6+uijbcyYMVZdXR23LIhGg2m79queF5ZF+Zqz1XdGfIXIKqAIFo3gSTRyKVhX71V3cBqprOp6I4z0OpOiD/MVQumDfq/og3996B8MV9oef9wqbr7ZqxbzHBb0qR2FaP6iUCidQMp/jF7rGI1yCwvSgnX1vuX668M2x2xTiNWTvii00ogrv5nXsMzSbVPtpFtX7fc0LFOfFMR50z96feU5sYAXfik09AfNXvhV6CO/Bg0aZPv27bOf/OQndqUzMrWioiIxZh7taWlpsbvuuss0JFwGFAQQQAABBBBAAAEEEEAAAQQQQAABBHJNQJ9b8dlV7+8KwVeIof/Dcm93cASJt723z8kCFIVn3rR5CuMOOB/aqr6/KBhRcOYfjaZjgsGXjtMjbAq+YF21HwypEvVTIYPOrfoaTePV07O/KGyqWb48dDSav55e+/tTHJif1KsbFjqpL5oCcsAFF7jV1AedN9gXta9HMMhU3UTFvQ/v96X1d79z2wwLDBMdr5FmYaON1K7sdF/UT7UZnD5R71Uv2N9E52K7uT9nCrgIv+J/GmbMmGEvv/yyPeqMAtWjEIsMKAgggAACCCCAAAIIIIAAAggggAACCCCQnwIEX4H7GhZOqEqiACZweMZvFeCEnVPrd/nXE1PooYBEU+UF66sNBSMKflRUT6+D9RSq+AMy1VWgFgyGtF3t+UtY0KSwRmtdxYRpTj/V1+CUguqLApzg+f3n8L/WCLGKm24KDXsUWoX1ufq552L6onum/jUee6y/afe1rtsfJCVqU45qw78um+6NRmEpcEynyD2sv5W3325ll17a3YTCVe/eBdvWaLuwUWrdB/fjC3cdtyydTz8nwZ/b3pxK90qBpr/NQh/5pSHQVVVVtn79etu8ebM7Aqo3xlE5VlMcjh071qZMmeIuDBqVftNPBBBAAAEEEEAAAQQQQAABBBBAAIHCFWho6bTHXmuz+dNLbcLQ4sKFyPDKCb4CYP4PyP27vFDJv60vXitwCRYFSf7Qy9uv7eXO1GTBEEp91of5XpCjvipACY4cCgu+Ep3fa0vnVvvBtrRd0+/FhF7a6BRt0z6NtvGXsPP793uvdbzCpkTm6pumkVS/FMJ49yxRXxSABcOaYBCVaA00hW/+0Mvro7YnCrS8Ot5zmJ2CRX/o5dXVs9rWMd51aZvuk94nMlGd/iqNxxzTX6fK2nm88Kt68eKsnSOXGx46dKgb/sydOzeXu0nfEEAAAQQQQAABBBBAAAEEEEAAAQQQKFiBul0H7aKf7LO6+oOuwU2XVNhVZ5QXrEcmF05EmIlWH9dNNNoqLPTyTp1oxFQwuAmO2NLxXnjitaVnhTfB4g+9tC9s6kcFMMF6/nbC9oW14z/Ge63rTyfgUR2NktK5ws6n9nTNwdBL2zsbG/XUXcL6pvbDHL2DEgVX3n7vOSxcTNaujlNwGSxh7QTr8D59Ad1z/Q5SEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBXBIIhl7q2w33tdgPHt2fS93M2b4w4itwaxIFLmHhSeDQjN8majPZemJe2BMMaoLvFQSprn/UkDqo8MQLVbQvLEwJhjKJwoHgiK5UADqfRlqFjczyH5tqv7+uXqtdL8SQqfteUzj6RoMFjwm+D44A0/5k90H7S08+2cyZZjJZUbvqT7Bo6sJkJXg/VTesj8naYF9yAf1+JPp9T34kexFAAAEEEEAAAQQQQAABBBBAAAEEEEAAgewIhIVe3plueawr+LrugoHeJp5DBAi+Aijeh+HBsCL4PnBYj94mCpRSfRivYCgYjISFaBqRdOCuu2L61r5kSXfwFRZ6qe3g6Kmwa9e2sONjTpblNzq/AiRZhPWxt6dPFcCls+5b2H1Rv3pil41r7IlROtfdk3Z1jPf719Pjw44L+/nQeeLWpws7mG0IIIAAAggggAACCCCAAAIIIIAAAggggEA/CWhNr8vvauqe3jDstAq/Gp16Ny2oCNvNNkeA4Cvkx0Af7HcERun0JKgIabpfNw244IK44Kv1d7+ziptvdvsRNs3hgPPOy2ofFQSlCpTS6YACr+BaZ+kcR53eC9S8+mrvG+mnFg7ceWdoyKg16MLWbuunbnEaBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgTuCae5rtjXc74rYHN9z55wOmkOy2hZXBXbx3BAi+Qn4MNOIpOKLKG+EUHA0Vcri7SUGZNxWgO4qlpsbdPvC667rXjeppABQ28idslFjYdIf+6wgL84LTHCa6Pp3PmzIxUZ2w7WH9DKuXbJvuTaLQS+0ruFSooakK9dz85S+HrvOV7BzaF+bsPybRaC5/nUSjo2SXqQVBjV829evWRYus5YYb4ipW3n57j3524xpiAwIIIIAAAggggAACCCCAAAIIIIAAAggg0EcCX3ZCr8dea0u7tUUvtroh2UNfG2S1FUVpH1cIFQm+Qu5y2EgpVdMoo0EPPRRyRPwmfejuFQUoXojiXzcqUfChYCdZKBYM5XSeRAFLoukOi5wgLrhmlM4ZFq6E9UV916iZQ1Farr8+7rTqT9U998RN0xhXMcEG9144o9H8JSwY9O8P+vn3ea8T3eOB114bau0dx3PvBPT713zNNXGNKPTS7wQFAQQQQAABBBBAAAEEEEAAAQQQQAABBBDIFYEfONMX/s4JsvxFYZZGdXlF7/XQGmBeWeGMDrvwJ/vsniurbMLQYm9zwT8jEfIjoJFS/oDKq6IgROFXqqK1u/zBl1c/GCwlGj2mdbgSFfXBC9H8dRK1pRAvWNRGWKhTfuWVwaru+zALhT5h/QhtoI83hgV/FTfd1OPQS90L89P1hTl5l5No1Jm3X88KvsJCybBpJv3H8brnAoRePbfjSAQQQAABBBBAAAEEEEAAAQQQQAABBBDoXwGFXrc8uj/mpAqx7nbCLH+prSyyB53RXcGAS+HXRU745Q/E/McV4muCrwR3XVMShhWFHRpJkmi0j9YU2nfRRWGHmkb5+ItCkbDARetwJWo/UfCWaNpBtR8MXhTmHLjrLn9X3NeJ2tAosLCRS8mCH/W/YcoUazzmGHfKR0372LRwYdw5e7IhLHALG5WmttWPdKYkDAsIdXyie637kOge6Th/CZs+Uvc47Dq84/aedpprp2fPLizw8+rz3CVA6MVPAgIIIIAAAggggAACCCCAAAIIIIAAAghERSBR6BUWcOmaJgwrdsOvWeNKYi6xrv4g4ZdPhODLh+F/qRAoLJRSHX243njssW4goTWE9FBAoqBHr8MCDQUzYQFIWMCm4xWe+UcbaZum+PNv8/qrdhMFP6oTdt5gaOMGZE4fE5Ww0WAK+cKCOPVR/VefFTrpvR5hLonOl2x7WAgXNoJK15gohAy2n+j6vTZ0f3Xf3WDTCfGShX7BthP5K9AK3gcZaU0yhVyy07PsdH2anpKSWIDQK7ENexBAAAEEEEAAAQQQQAABBBBAAAEEEEAgtwRO/LuXAABAAElEQVTu/POB0JFebujlBFwKufxF4ZaKtmtdr/nTYley8sKv9bsH+g8ryNexMgVJkPiitWbU3tNPjwsnvCO8QMd7n+hZodSgBx8M3a3ARQ+15S9u4OIEIwp53PW4AutP+esGR5L59+m1gpdUQU1YOONvp/yqqyxsJJra1egxTYeovqrfiUYmhYV8/nOk+1rnCnopkNK5Zal+qA8KQjIJ27RmmcKoYFG7rXo47fmL+pHoWv31dP/lpz76i45VgOr1WedR2BXWZ92fZOGmv91CfE3oVYh3nWtGAAEEEEAAAQQQQAABBBBAAAEEEEAgmgKPvdZmN9zbEtN5rd+l6Q2DgVdMpfffqK7Cr2vuabZFvrXBFH7d8Mwku+nMjTZlSOz0iWHt5Ou22MgwX6+yh9elAEWBVW8CBy/0StaGApdE+xWCJJuqr/L22xMe61222la4kqyk2p/MQn30RiUlCoIUeqU6R7L++fclCtA0KsobfaeQyQuQ0j2v6iVq239+vZap1hVLtyRbg8xv5/XZ326m5/IfWwivCb0K4S5zjQgggAACCCCAAAIIIIAAAggggAACCOSHwBubO+ya/26OuxiN9JodmMIwrlJgw20LK+26C2JHeDW1ltjXHp9qz6wfHKhdOG8JvlLca4UO1c89547YSVE1breClHSCM51D9dINaHQiBVEakVZ26aVx5w3bkGj9LtXVedWHVMXrZzp1/W1V3Hxz3Ppm/v2Zvs4koFKQlUl/NXouWRCpvqq9qrvvzqhdHTfooYcy/jnyfoZ0vynxAoRe8SZsQQABBBBAAAEEEEAAAQQQQAABBBBAAIHcFNjTWuWuxdXQ3BnTwdudACss9BqfYLpD/8HXnj8wLvzS/ltfHFuw4RfBl/8nJMFrhQ4asVOzfLk7bWCyIEV1NS2dQg49ktX1n071VF+hi6bQS1TUvsIc9SVZmBU8PtlUhsn2BdtRP3XudPqp6f1UN2x9sGC7mb5PFVC5gZHjmWoayLDzykP9VrCoa1BbstZ2bdO+ktmzww5NuU0/R7rPqe6d1/9MfoZSnjzPKmhqSK29FiwaBZluIBw8lvcIIIAAAggggAACCCCAAAIIIIAAAggggEA2BBR6/eeGMy0Yel3nBFeXzivr1SkThV+L3hjZq3ajejBrfGVw5xT6KPBR8dZj0rOKAimFIcXjx7vve/p/Clf00JR3mjawr9pX/wbX1/e0W3HHef0MOqiiHJKFd15jCnd60yevD56TN01g6cknx9wH3TPvvnnnTudZ4VSygMo7Xzpt+evouvXw7rGevba8nyHdL0pygeA6b6pN6JXcjL0IIIAAAggggAACCCCAAAIIIIAAAgggcGgE/r5nsu1pq4o5uUKvawNTFcZUyOCNwq8aZ+0v/9phI6taM2ghf6oSfPXwXioE08OcACMbRcGHwpFstd9Xfc62Qzr9VMiWTtCWTluqoxBK66op1EsWfCVae62opiatU3Xf47RqUykooJBQhl5oSOgVFOI9AggggAACCCCAAAIIIIAAAggggAACCOSKwMCStpiupBN61TpB1ibfUQ0tsVMk+na5L6/6SLk1bVtjD60Z6nzQbfbVEzcHqxTEe4KvgrjNXGQqAYVcTQsXuoGXF6ToGE016AaQgQZUp+WGGwJbu9b/UiBDyb6Awk6tv6d1vjTKL+w+Zb8XnAEBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEgtcNKw1abpDjfZDLvaCaiudB6pioIvf2lMEXyp7rzxje7Df1yhvSb4KrQ7zvWGCmjkkEZw+UMvVdx34YXu1JOaVtEd4edsa3v0UTtw113d01D6G0w2Qsxfj9d9I6B7ojXvKAgggAACCCCAAAIIIIAAAggggAACCCCAQK4LnD/m73b11Sfkejcj3z+Cr8jfQi6gLwQUfA289trQUVwaUaRHqqIQpvzKK1NVYz8CCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAikFJgwttqW+WnX1B23+NN8GXoYKFIduZSMCBShQftVVPR49pNBr0IMPdo8KK0A+LhkBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgUMuQPB1yG8BHcglAY360rpeWj8qneKOFHOm2qtZvpzQKx0w6iCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggkEUBpjrMIi5NR1OgdP58q1682DpWrLD2JUusfenSmLW/NLpLgZfW81JAptcUBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQT6UqCmsiimuYbmzpj3vAkXIPgKd2ErAm6opWBLUyBSEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDoT4HaikDw1ULwlY4/Ux2mo0QdBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBnBdgxFfO3yI6iAAC+SbQ0tJiO3bssLa2NquurrZhw4ZZSUlJvl0m14MAAggggAACCCCAAAIIIIAAAggggAACvRCoDU51yIivtDQJvtJiohICCCDQNwLbt2+3X/3qV/bCCy9YU1OTjR8/3s4880z75Cc/aWVlZX1zElpBAAEEEEAAAQQQQAABBBBAAAEEEEAAgcgLBKc6bGSNr7TuKVMdpsVEJQQQQKD3Au3t7Xb33XfbT37yE+vs7LTjjjvOli9fbt/85jfd7b0/Ay0ggAACCCCAAAIIIIAAAggggAACCCCAAAKFLUDwVdj3n6tHAIF+FFi9erX9+Mc/tjlz5rjh14033mi//OUv7cCBA/bv//7vVl9f34+94VQIIIAAAggggAACCCCAAAIIIIAAAggggED+CRB85d895YoQQCBHBR5++GE35Dr77LNt8uTJ7vpeRx99tF144YW2efNme+aZZ3K053QLAQQQQAABBBBAAAEEEEAAAQQQQAABBPpbYMKw2AinbtfB/u5CJM8XqxbJS6DTCCCAQDQEli1b5oZdRxxxRHeHi4qK7MQTT7TW1lbTiDAKAggggAACCCCAAAIIIIAAAggggAACCCCAQM8FCL56bseRCCCAQEYCu3btstLSUqupqYk5bvjw4Xbw4EFraGiI2c4bBBBAAAEEEEAAAQQQQAABBBBAAAEEEChcgZqKopiLb2zpjHnPm3ABgq9wF7YigAACfS7Q3t5uxcXFVl5eHtN2RUWF+177KQgggAACCCCAAAIIIIAAAggggAACCCCAgARqA8FXA8FXWj8YBF9pMVEJAQQQ6L3AiBEj3JFd+/fvj2mssbHRNOWhF4DF7OQNAggggAACCCCAAAIIIIAAAggggAACCCCAQNoCBF9pU1ERAQQQ6J3A+PHj3bW89uzZE9PQ1q1braSkxBSMURBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQR6LkDw1XM7jkQAAQQyEpg1a5Yp9HrllVdijnvkkUesrKzMtJ+CAAIIIIAAAggggAACCCCAAAIIIIAAAghIYMKw2Ainrv4gMGkIxKqlcQBVEEAAAQR6JrBgwQIbOXKkPfHEE7ZkyRLbvHmz3Xfffe7rk046yU455ZSeNcxRCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAq5AKQ4IIIAAAv0jMGjQILv22mvthz/8oV1xxRU2btw4e+2112z69On2/e9/nzW++uc2cBYEEEAAAQQQQAABBBBAAAEEEEAAAQQQyGMBgq88vrlcGgII5JZAaWmpffazn7XDDjvMXn75ZWtoaHBHeZ1xxhlMc5hbt4reIIAAAggggAACCCCAAAIIIIAAAgggkBMC453pDjf5pjjUdIfBKRBzoqM51AmCrxy6GXQFAQTyX6Cqqso+9rGP2TnnnGOtra02cOBAGzBgQP5fOFeIAAIIIIAAAggggAACCCCAAAIIIIAAAgj0gwDBVz8gcwoEEEAgKFBeXm56UBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQT6TqC475qiJQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgb4SqK0oimmqoaUz5j1v4gUIvuJN2IIAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIHHKBYPDVSPCV8p4QfKUkogICCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggEAUBFjjKwp3iT4igEBeCSxbtszuueeejK7p7bffzqg+lRFAAAEEEEAAAQQQQAABBBBAAAEEEEAg+gIThhbbUt9l1NUftPnTfBt4GSdA8BVHwgYEEEAguwKrV6+2n/70pxmf5DOf+Yyde+65GR/HAQgggAACCCCAAAIIIIAAAggggAACCCCAQKEIEHwVyp3mOhFAIGcEFixYYB/96Ecz7k9lZaXp4ZWrr77ae8kzAggggAACCCCAAAIIIIAAAggggAACCCCAgCNA8MWPAQIIINDPAuXl5aYHBQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQSCZQU1kUs7uhuTPmPW/iBYrjN7EFAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEDgUAvUVgSCrxaCr1T3hBFfqYTYjwACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggcAoGrPlJun5lX5p55/DDGMqVzCwi+0lGiDgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCDQzwK1zlSHelDSFyAeTN+KmggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAjksQPCVwzeHriGAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCKQvwFSH6VtREwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDIqsCSte22qf5gzDnOP3qA1VYw5WEMSoI3BF8JYNiMAAII5LrAunXrcr2L9A+BnBcoLi62YcOGWU1NTc73NV862NTUZDt37rT29vZ8uSSuAwEEEEAAAQQQQAABBBDIaYG9+4vslXcH2NbGYtt74IPgZNqIDps+st0Oq4kNWHL6YrLYOTntbf3AxztV0Cfdet7xweepU6cGN8W9v+XR/bbUCb+8MmFosV02r8x7y3MKAYKvFEDsRgABBHJVgOArV+8M/YqSQFFRkdXX19uUKVNsyJAhpveU7Ak0Njba+vXrXfOOjo7snYiWEUAAAQQQQAABBBBAAAEEbOXOartv9VjnOfmXPSfWNtt5U7baaRN2FrSavP516Yw4g3+e/5YdNXxv9/bFdcPtzuVTut97LxZd9JL3MulzquCroaUzJvRSY/OnE+UkRQ3sRCsAwlsEEEAAAQQQKByBzs5O2717t61atcqmT5/ujv4i/MrO/W9oaLC33nrL9u7da3LPu+JcU0nDHituaEzr0joHlFrHiJHWOWBAWvWphAACCCCAAAIIIIAAAgikK7CjucwNZlIFXl577zRUuvUfXz/avnH8GhtR2ert4vkQCPhHenmnnz+NKMezSOcZrXSUqIMAAggggAACeSugEGbfvn32+uuv2+zZs2348OGM/OrDuy1fhV7Lly+3tra2Pmw5x5o6eNAGOgFqzYpXYzvmDiJ0/i8Q9rVV19jus8+zjqFDY+vzDgEEEEAAAQQQQAABBBDohYBCL41a2tFcnnErCsB0rEY4EX5lzNdnBzz2Wvy/nQm+MuMtzqw6tRFAAAEEEEAAgfwU0JpTr732mm3atCm/A5p+vH0yfe+992zZsmUFa9pRPtAOjBjVj+qcCgEEEEAAAQQQQAABBApZoKehl2emwCxsGj9vP8/ZFwiO+Jo9rsQmDCPKyUSeEV+ZaFEXAQQQQAABBPJa4KAzamf16tXW0tJi48ePt8rKyry+3mxe3P79++3dd9+1uro6k2veF2d9uI6aGts/akz3pZbV77BiZ5Rb8f4W6ywttbbqWjtY1rUYcYfzs6XpDikIIIAAAggggAACCCCAQF8JaO2pRCO9Ljlis7NOVWP3SC6NDFtcN8Ke3zQ87vSaIlHrXfnXtYqrxIasCNTtOmh19bH/hj6JaQ4ztuZf2xmTcQACCCCAAAII5LOApuZTYHPgwAGbPHmyDRo0iKkPM7zhzc3NtnHjRtu6datp1FdBFCf4OjB5irWOOaz7cqtf/ptV1m2wAY0NdmDocNt73FzrqB3ctb+42A5WVnXX5QUCCCCAAAIIIIAAAggg0FuBZVuHhDZx+aw6O2/q1ph9IyoPuMHWaRN2uNMbxux03qgtgq+gSvbfL10T/2/oC45mbehM5Qm+MhWjPgIIIIAAAgjkvUBHR4dt377dWltbbdq0aVbjjOQpcoINSmqBpqYmd9Tc7t27TY4FU5yfj86KCvfhXXP7YOcfnU7wpXKwvNw6nPcHB78ffHmVeEYAAQQQQAABBBBAAAEE+khAo7iCRQFXMPTy11G4ddSwRltZX+PfbDuaUq8R1tRWYs87o8x0rNYH84rOObG22eaO3p00PGt2jr/7jYneYd3PC2fXWdWAdqfNCnt83Rin/Wp3n9r8xvFru+v5X6gvT6wfbRudfvSkL/62DuXrx16PX99rljPVYablP18ZbfvaYqdHnDdur+mh8sa2Knto9VDbsLvCfT+yqtVGDmqzy2Zvt1FV8X1wK4X8X0NLpyms07pkb2zuML1Xqa0osglDi23+9FI73wnu9DpRWfFuh9357IG43bdd3vUzpTa1X1NAakScitrTFJBXnlEe2jbBVxwnGxBAAAEEEEAAASeocKbnU3jz+uuv2+zZs20wgUXKH4t9+/bZq6++6k4VqZFzFAQQQAABBBBAAAEEEEAAgf4TaG7r2cf9lztBkwIjf6kakPiLjAqZ7ls91gmlRvsP6X6t6RY1XaL2a3rFq45d3z3FYncl50WT09/FIVMtXnLkZntly2C7Y/kUf/XQ1+rLPSsmuNM2hlVIty9hxx6KbcERX/OdaQ4VImVaXny3xrY3xY4UU6Cl4OvWv461ZzbEfinTrbvd7Nn1g+3CI+qdAGyHVZUl/hlQfxR2XfPfzdbQHP/v/03OfgVaCvJuuLfFLptXZtdeMDA0pFKwtehvrXGXqOBLYdrldzXFTf+4yZkOUkHYnX8+YDddUmFXOQGYvySO2fy1eI0AAggggAACCBSggMIbrfe1bNky27ZtW2GsVdWD+6yQcMeOHfbSSy+Zpjkk9OoBIocggAACCCCAAAIIIIAAAr0UqHRGSQWLgh+t/ZWsaCTVaRN2xjzmjtkdeohGlX3nuVkJQ6/gQQrAvv3c7LhgLVjP/17n+LUTZqUqXl+0Vlk6xevLsi3hU0Km00Y26yjI8UZMeec5/0Ox4ZW3vafPGgkWDL2CbT20ephd/8yk4OaY9z94bL8t/FlTaOgVU/H9N4tebLWLfrKve8RWWJ3gNo3uco8JrHkWrHfDfS1xI8YIvoJKvEcAAQQQQAABBAICCnbefPNN27lzZ2APbyWgkXGrVq0qnPW8uO0IIIAAAggggAACCCCAQA4KHDWsaxq7YNfudEZO6RE2FWKwbrL3Ov5fl85w2okdXZPsGO3TlIZdx8VPxRh2rEaTpRq91pu+aCRZcIRbWD/6e9sbzgipYJk9PvNpDoNteO/XO9MaKtRKp2zYPdAUkoUVhVi3PLo/bFfSbXVOgHXN3c1J6/h36hxho8n8dbzXtzhBnD807NnYR681nhFAAAEEEEAAgQIQ0PpeI0aMsMrK2KkfCuDS07rECmdtq+HDh9vmzZsZFZeWGJUQQAABBBBAAAEEEEAAgb4X0Kitx511rsKKRn3podFdk5zHDGddL01DOKIyfoq5sOO1TYFUWOilkWanja932m5yQy71IVhP4dd9q8e50x4mat/brpFZXlHbYdMuJuqLu6bZlK3udaoPj68f5az5VeU15z6rLwoCv3/6ipjth/qNpg70F01xqKkO+6r87d2utdLkeebUPa6rpop8cVO1My1ifCipkOxjR9bHrfmlkClYtOaW1tu64P0RahqtpZDLW5PLq69RbXqkc10K2FTkoJFvCrY0fWKwTdVxp0v8a2v3lId9p6bWKQgggAACCCCAQJ4JlJSU2MSJE23c+PE2sDyzb7XlGUXCy1EgOGXKFBs4cKBt2LCBkV8JpdiBAAIIIIAAAggggAACCGRPQKHW5bPq7O4k0wS+46zlpYc3/aGCoqOG77VLjng3aQimEVZhUwrq+H+ev8o59kD3hZ03dZsTLE2Oq69zLnT6VxUyJWP3we+/UHtaG0x984rWBFNJ1pf/9/Q3fe3vdadvDOuLDF521hH78Jg9XvOH9FnBjQIhf0knHPLXT+f1yKpWu+msjTFhltb0umnxBNuwZ2BcE1rzS+t9eUV91MitYHnwa4NswrAPJhgc77zWtmO/2xisam9s6kgr+NKB150/0F0bzN/INfc0mxeK+berb95aXx/0xF+D1wgggAACCCCAAAJWVlZm06ZNs0mTJhF6pfh5KHdCwQkTJtiMGTNMrykIIIAAAggggAACCCCAAAL9L3De1K1u+BW23ldYbzQqSoHUV/50TNLpEBOti6WgzR96eefQ9rA+rNw5yKuS8NkL0/yhlyp7gdnj68JHtSmA8+r4G0/UlycSjI7zH9tfrzWSKVjOP7pv1/dS+8HQS9tGVrXZDacpkIzvwzPrY9dDUxhXf/tgW//DWlv8nWp7yAm39PCHXmpTRdsUgAWLf0rC4D7/+8vmlcWFXtp/04IKdxSYv65er9j8Qf8Z8RXU4T0CCCCAAAIIIOAIaPTS9OnTbeTIkVZcHP8XNZDiBTQ6bvTo0W5g+NZbb1lzc/pzd8e3xhYEEEAAAQQQQAABBBBAAIGeCCj8mjtmt927aqwt2zo45XpZ3jkUgK3cWe2M4HorbvRXWPClgErnCSuVTohy3pRttjOwHlhYuBI8foazVllYmObVW1nfNWWf917PmmYx0THqy9zRe+z5TcP9hzjrfMVOgRizs5/fPBqY5lCn7+sRX5MH748Z6eW/RIVfk4futxXbYk22Nw2wptb4dcZqK4ustjJ+u7/NpWvabVPI6DB/nWSvNb1hWPGmPlz0t8TTdBJ8hcmxDQEEEEAAAQQKWmDQoEHuSC+t60XJTEDroQ0bNsxmzpxpa9eutYaGBuvs7MysEWojgAACCCCAAAIIIIAAAgj0SkAh0NXHrXfbWOZM6ffylqHOFIcV9k5jbLARPIlGgP3r0hkWO2Wg2cbG+DWvJ9Yk/7LjgiM3B5tP673WHktWgmt2qW5wdFjw+ElOMBYMvrTWl643UWAWbCOb74PTHGrNrLBRVL3pw+xRTUkPnzd2b1zwpQP2tSX+MrC77pYzdeEbzmgrhVwNzZ1dr501vvS6N0XhWk8LwVdP5TgOAQQQQAABBPJOQKHNkCFD7PDDD7fBgwfn3fX15wXJ8cgjj7R169bZzp07CzL8ancMmidMdtnbnDCwc0D4t9X6875wLgQQQAABBBBAAAEEECg8gbnOOlZ6qCjoUQCmICzRaDDVeXz9KFtwxAfBVfP762v59bSmWH8XhVVhpbL0g2nuwvYnCre0XliifWHtZGNbnRMSBac6nD+976ObqrLkRoMS7N++L/7fshrN9YPH9setS5YNn5602fd6PekFxyCAAAIIIIAAAodYQNMZapq+KVOmWGVl/DfZDnH3Inn6mpoaN/zauHGjvffee9bRkfwv2ZG8yCSdPjBtuulBQQABBBBAAAEEEEAAAQRyRUAhjx4KwhRwaXrD+1aPjeve8852f/AVV+EQbWgKCeDS6YqmO8zVohApWBJN8xesl8n7VMHXCGe6w3SKAq9bHt2fTtVDVofg65DRc2IEEEAAAQQQyBWB0tJSGz9+vE2YMMHKy8tzpVt50Y+Kigp3BJ2eN2zYYG1t6f1FOi8unotAAAEEEEAAAQQQQAABBPpJQCOXFGT5i8KeSUlGZSkA03SEmjpQo7/8RW0pZKoa0BXKVDrPwVFfwfP5j8/W60Sjs5rbw0eCef1INFLM238on4PTHKov2RjxFbZWl/+6dzjreaUqi15sTRh6ae2t8cOKbfbYEps1vsROnlZqn/1ZU6/W+UrVn0T7Cb4SybAdAQQQQAABBApCoKyszCZNnmzjxo41BWCUvhcY4Ezxp2BRz5r6cP/+3P5mWN8L0CICCCCAAAIIIIAAAgggkF2BxXUj4kZuKfj6r/NfSXniic76V8HgSwcpLPKCryqnrWDwtbOlLGnbGxsq3Tb8lbpGnLX6N2X8Wm0EQ7d3nHMlKyt31oTunljbErq9PzcGg6/5TmCkEKmvyxvbquyy2TsSNqv9YWXkoA++wKrgK1i0Htltl1ea+p0rJXd6kisi9AMBBBCIiICmZaMggEDvBBR0TZ8+3caMGWNa34uSPYGSkhIb64SLCr/WrFlD+JU9alpGAAEEEEAAAQQQQACBAhQYOSg+kFBwtWpXrR01fG9SkZ0tsSPFvMqDyg+a9/mT2lhcF1tPYVJLxwAnHAufRvDfXpoWF1B984S3bdSgrvXGiovD/x2uf5975/X64n9WWBUffFUl7cuyrUP8TbivFaBVO9do1vUZW1FR+Gdt6ou/P0UJ+u2vE3eyBBveeLfD6urVhw/KrHHJR699UDOzVxv2DDSN+ko05eEb2+ODL9Ud5ZsCMRjSqQfXXjAwYejV2NyZWSf7qDbBVx9B0gwCCCDQ3wJnnXVWf5+S8yGAAAK9Fhg5cqTpQUEAAQQQQAABBBBAAAEEEOg7gelOeHLHK41xDf5y5Qx78GuDTKNywopG8Cyua47bpfoXnfeR7u0VE9tt8U/2db/3XrzUNM9uWlDhve1+Vrs7muPb/YczjrXZ7wc7buDzZHyfZ86caWfNSzyabIcT8i27J7btJifky7QvZ32o2vyfr1WsdaZ1XBJ/jXPmzIkJdnZo1NMrsefXhfvb6oZI8SIsSLrg6NRTDqZoNnS3Qq9Fb4ywK+Zsjdu/6I2Rtj1kqsPZI5vi6gY3JBrppVCvoYXgK+jFewQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEghMMFZW0kBRDBIUbh07D832mVOkKSRRAqdGpxROHW7Dtpjr7XF1fdOE1xjSm0rDNNx/nLnnw+44YZG/Wi/gg53HajH4qe4134v9PK3kenr851gqPbeorhQRX2pcaYIvM7pi1d0jTfcFz6d4bXnf1DPq9/fz+qfv2iKw0RBkr9eT18/tHqY7XNCwguPqLcpQ/bbNifsenjVMNP2sHLCuNjRgupfMMy6y3EPhp/6ObncWd/rUBVGfB0qec6LAAIIIIAAAggggAACCCCAAAIIIIAAAggggEAfCSjwuTBkVJaaD1ubKdFpFVCFhUJaxymsfbWtR22lE4okmdpO4VhfFIUv6svCu+KDlVucwO2u57oCsEYnhEvUn+uc0Eth4aEuK5xRUf6SrWkO/ed4dv1g0yNVGVnVamdO6ZqW0qur/gXDVS/81D7dG13Tor+1JrT32srmM8FXNnVpGwEEEMiiwLJly7LYOk0jgAACCCCAAAIIIIAAAggggAACCERJQCtwXX3CYLvjb8N71e3/59jNtn1Dk/OIbUbtLzx2qN2zfGjsjvffJQqZtPvimXtsWunb5v84a9s+xROTtDumbNiwwZaVxo40iqngvBnpPBL1Rf1I1pezpzXaGaNi+6L2V2/RlI1j9TKmrFq92sobPhg1tmFDtbN/VEwdvUn3s7q5c+e6xypACo6eOv9D2ZnmUCfUKK8X3612pjRMPI2k2zHn/7Ru201nbfTedj9r5GAw+NLORMFq2CjE7say+ILgK4u4NI0AAghkU2DXrl3ZbJ62EUAAAQQQQAABBBBAAAEEEEAAAQQiJnDq6F1Wefwuu3vFRGeNLUVV6ZcRlQfsG8evtYmDmi3Rx07nT9hlzc1j7b7V8QFRojOdN3Wrferwurg29yToX1NTk1M39edePe3L5UfF90V9b9yrQCv+uvY2Ntqusg+CuKam8JFi6fTZb/RoYJpD7QtOMemv39vXVWUddv2pm+yGpyeZ1kRLVBR6qd6oqthpGFVfwdcmZxrDHzwaP5VlsL3bF1bakjXttjS4ox/eE3z1AzKnQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEECgPwTmjtljeiyuG27PO4+V9TVJT3vUsEan/m47b+q2pPW8nQuO3GynTdhp964aa8u2DrbmtvCYQe1e4tQ9avgHoZHXRl8951JfMr2m4DSHfbUGWrJ+aF2vW89fZz95cayt2FYVU1WB17zxe+3S2dtDQy+vsqbBHO9Mh3mLE34F13xTHY3y0rSbelbwdShKUadTDsWJOScCCCCAQO8Ennrqqd41wNEIIIAAAggggAACCCCAAAIIIIAAAnkv0OQEU+80VDgBVYkz0qcrpKoa0G4jKlttuPPQ696UlTurY9qeVNvcJ+32pE+51JdE/T/nnHPcKQ6nfLMhpopGU93mjJLqbVm6dKld8eB0Z0rD2GkTL3MCrctm7+huXvu37Stz6012ArFRg/SzcLB7v//F/Pnz/W+7Xyu8U/ilqSW1xtvssSU2PgfWTguPYru7zQsEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBCIqoCCrWyOuspm25ma51JfkvU9bJ0sjZDqzzLSmcpQj96UWeNKTI9cK+GTUeZaL+kPAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIJAHAo+Fre/Vz8FXHjAmvIT+jRATdoMdCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggED+C9TVH4yZElDre03IgSkC80We4Ctf7iTXgQACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAjkv8NDXBuV8H6PcQaY6jPLdo+8IIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAALdAgRf3RS8QAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQiLIAUx1G+e7RdwQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEDAJ3DFcVutqS123NPkIft9NfL7JcFXft9frg4BBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQKSGDe+MYCutr4S42N/OL3swUBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBSAgQfEXiNtFJBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBVAIEX6mE2I8AAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIBAJAYKvSNwmOokAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIJBKgOArlRD7EUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEIiFA8BWJ20QnEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEUgkQfKUSYj8CCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggEAkBAi+InGb6CQCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggEAqgdJUFdiPAAIIIJCbAkOHDs3NjtErBBBAAAEEEEAAAQQQQAABBBBAAAEEEEDgEAkQfB0ieE6LAAII9FZg7ty5vW2C4xFAAAEEEEAAAQQQQAABBBBAAAEEEEAAgbwSYKrDvLqdXAwCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggULgCBF+Fe++5cgQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgrwSY6jCvbicXgwAChSTw9NNPF9Llcq0IIIAAAggggEBBCZSVldmpp55aUNeczxfb2dlpmzdvtrVr11pHR0c+X2qPr23s2LE2Y8aMHh+f6sA333zTtmzZkqoa+xFAAAEEEMi6wFlnnZX1cxT6CQi+Cv0ngOtHAIHIChw8eDCyfafjCCCAAAIIIIAAAskF+Ltecp8o7W1ra7N3333XNm7caHpNCRdQOJjNovb5vcqmcOG2rR/d9nZzfr7M9LqoyKykpOuh1xQEEEAAgf4XIPjqf3POiAACCCCAAAIIIIAAAggggAACBSCwf/9+q6urc4Ovdn0yTkEAgbwSaG4227XLbOdOM71W+FXqfNpaXW02YoTZkCFmAwbk1SVzMQgggEAkBAi+InGb6CQCCCCAAAIIIIAAAggggAACCERJoKmpydavX2/btm1jpFGUbhx9RSBNgYYGszVrzPbs0eiuImtt1ajCIif46jQn87atW80mTjSbMMHMmb2WggACCCDQjwIEX/2IzakQQAABBBBAAAEEEEAAAQQQQCD/BXbv3u2u59XgfDKe7Sn88l+TK0Qg9wQ0umvlSoVeRVZVZXbggKbqLHKnOdSoLw3wbG0tcqY47bSBA80OO8ysuDj3roMeIYAAAvkqQPCVr3eW60IAAQQQQAABBBBAAAEEEEAAgX4X0Aivt99+2zTii4IAAvkpsHmzWUNDkY0c2Wn19V3TGk6c2Gnl5eb87neFYsXFne5Iry1buvZrHwUBBBBAoH8ECL76x5mzIIAAAggggAACCCCAAAIIIIBAHgscdIZ5bHXmNlu7dq0z+uNAHl8pl4ZAYQtoGsMdO7rW8tq2rcgGD+60o44yN/SSjEaAqSxbVuROeag1v9rbu0Kxrj38PwIIIIBAtgUIvrItTPsIIIAAAggggAACCCCAAAIIIJDXAm1tbbbZGQKyYcMG02sKAgjkr4BGdOnXfPjwTncdr9GjPwi9vKsePNhs1Kiutb40xSHTHHoyPCOAAAL9I0Dw1T/OnAUBBBBAAAEEEEAAAQQQQAABBPJQYL8z/KOurs42bdpkHR0deXiFXBICCPgFNOJLa3jpUVSkNb60vldsKSszmzMndhvvEEAAAQT6T4Dgq/+sORMCCCCAAAIIIIAAAggggAACCOSRwN69e91RXlrXq7Mz/sPvPLrUfrmU++67z5YsWZKVc9U7CzGde+65ziid4Vlpn0YLR0C/6noo5y4q6rSSkvhr137NeOpl4VrfS1MeUhBAAAEE+keAP3L7x5mzIIAAAggggAACCCCAAAIIIIBAngk0Nzc7a/3sIPTqo/v63HPP2W233dZHrcU3M2/ePIKveBa2ZCig0VwKuyoqzPbsKXLX7wo2oakQV640c/6IcMusWeasBRasxXsEEEAAgWwJOLPMUhBAAAEEEEAAAQQQQAABBBBAAAEEMhUYMWKEzZw501m/h49XMrWjPgJRFfBGb2lE10FnZNeePfFX0tJitm1bkTU2FtnevUVWwtCDeCS2IIAAAlkU4I/dLOLSNAIIIIAAAggggAACCCCAAAII5K+AAq/Ro0dbmTME5M033zSt98WUhz2/39XV1TZq1KieN5DkyHZnQaZS5ppLIsSudAWqqswUfu3YUeT87ptt2WI2ZIg5owm7WtA0hxrtVVbW6U5vOGCA2QA+gU2Xl3oIIIBAnwjwx26fMNIIAggggAACCCCAAAIIIIAAAggUqsAQ51Pv2bNn29q1a62hocEOHjxYqBS9uu6bb77Z9MhGWbFihb333nvZaJo2C0xA+enYsV0jvQYN6nRGdHUFXQq+FIQ5fwS4UyBqIKj+KBg3rtMUflEQQAABBPpPgLH4/WfNmRBAAAEEEEAAAQQQQAABBBBAIA8FioqKrLa21o444gjT9IdMfZiHN5lLQsAnoIGJhx3W6YRcXaO+WluLnGBVD3OmN+yqWFra6fx50GljxnStCeY7nJcIIIAAAlkWIPjKMjDNI4AAAggggAACCCCAAAIIIIBA/gso/KqpqbFp06Y5IzzGmd5TEEAgPwU06sv5VbfDD+90ftd1jc78hk7RCC9NdaiRX4cd1lWnstLdxf8hgAACCPSjAFMd9iM2p0IAAQQQQAABBBBAAAEEEEAAgfwWqHQ+5Z46dapVVFS4Ux8y7WF+32+urnAFtM7XpEnmrEtn7nSHzc2dbug1cGCnMwLUbOBAZ20vpjgs3B8QrhwBBA6pAMHXIeXn5AgggAACCCCAAAIIIIAAAgggkG8CA5xPuydMmGDlzifjK1eutPb29ny7RK4HAQQcgZISs0GDuh4a6dVVit4fBea95xkBBBBAoL8FCL76W5zzIYAAAggggAACCCCAAAIIIIBA3gtoqsNRzlCQEueT8TVr1lhzc7MzGqT7k/G8v34uEIFCE2B200K741wvAgjksgDBVy7fHfqGAAIIIIAAAggggAACCCCAAAKRFVD4NXz4cCsuLrb169fbnj17CL8iezfpOAIIIIAAAghERYDgKyp3in4igAACAQGtG0BBAAEEEEAAAQQQyE8BjRKi5IeAwq9hw4Y5a/0MsPr6emPNr/D7WlNTE76jj7aOHDnSXXetj5qjGQQQQAABBBDIYQGCrxy+OXQNAQQQSCZA8JVMh30IIIAAAggggAACCOSWgIKdbIc7uXXFudUbBV96UBBAAAEEEEAg/wWK8/8SuUIEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIFCEGDEVyHcZa4RAQTyUoApUvLytnJRCGQkoKmT9KB8INDZ2cnaKR9w8AoBBBBAAAEEEEAAAQQQQCDHBLT2JyW7AgRf2fWldQQQQCBrAk8//XTW2qZhBBCIhsDMmTNt7Nix0ehsP/TywIEDtnHjRqurqyP86gdvToEAAggggAACCCCAAAIIIJC5wDnnnJP5QRyRkQDBV0ZcVEYAAQQQQAABBBDINQGN8mpqanJDr23bthF65doNoj85I+CMh7T9RS3WYe1W7PyvvLPCSpz/URBAAAEEEAgV6OiwooMHQ3fFbXRmIegscf6bUoCzETh/FTUx+ak0mEMcFAQQyFTA+YXqdH6h9Ivl/N3V+UOl68+VIo2QYraTTDULuT7BVyHffa4dAQQQQAABBBCIuIBCr8bGRlu3bp3t2rXL+cAhzQ9nIn7ddB+Bngi0Wau9VvJXO+hEX0VO8DW1Y6aN6BztvOZDhJ54cgwCCCCQ7wLF+/ZZcXNTepfppDwdw4Z3hV/pHZEXtdrbzZxJB0zP+pxeD2V/Cr4GDDArL+96nRcXy0UgkG0BBV4HW51HuxU5r/WlrQ+CLydJLi5zHsQZ2b4N+dI+Pyn5cie5DgQQQAABBBBAoAAFdu/ebatXr7Z9zgczCsEoCCCQWOC94ndsZ/G73RUqrMqGtY9k1Fe3CC8QQAABBLoFnL9XFbW1OsFXc/cm94UTcHWWllqR0h5f0TZ3yFMBDXNqdT6fF4++d6WgS89e8KXwq6XFzBk0Z5WVhF++HxVeIhAuoNCr3fml6Wxzv6DV6XxVq/sXqtP5BevsCsSstML5hXJSZQoCKQQ0RpCCAAIIIIAAAggggEDkBLZs2WKvvfaa7d27l9ArcnePDh8KgbqStc5pi5yga4Az3qvEdjghmKY9pCCAAAIIIJC2gJPudCrlKfCiQMuZadsNtsSh917opWdvBJjyQT20jYIAAokEnF+Qjv1OeuyEW07pDr3cN86+Tme2AneqQ4VjTtrML5TrxP8lF2DEV3If9iKAAAIIIIAAAgjkmECH88lCXV2drf//2bu3GMmu8z70q6q7Z3ruJIcUJZLibShRsi07ihgHiBRLByEIOAHsPNoJHCB5sQH7OQacZwtwnhPAfrUf4rfEDhLjGHpQcKxz8ZGO48iiTVIcjkSJpMgZcu4zPd1ddb5vV+9mTc2u7upLVdflt6iaqtq1L2v99q6e0f73WuvixbjJEHcZFAIEdhX4sPVBud66XK23Wdar57Vyu7wX4dfTnQu7bm8FAgQIEFgwgeiy1Dl7tnRPRO+KrbJ8Of4eiUSnHV2ZujGO32Z8Xo3nF59346Z01eurXnnOn+/mPfq4B38sRl5bj79WV4PpxGqvZ1eGXhmK1T3BsmdYDnm4gNOfzflVoHmHJtCJ/0+3GQnx1pek1VqOnyf5hYroInuCRSjW3bxXWu3ocRrDIFYB2VJ8qRQCOwgIvnbA8REBAgQIECBAgMB0CdyNuwwZev3oR9FTReg1XSdHbaZa4IftNxvr93b7+4KvRhkLCRAgQKB77HjJR102I/BaunatepvBV/fU6SoAqz9flOf8J2iGWzmqY4ZaGX6djOCrDrZy1MdTp0rMQ9tbL5froLIoV4d27ksge3rFFyXnoO3Gc3c5xgetenjF3vJ5KUKw6PVVhV55gAy/BF/7ol6kjQRfi3S2tZUAAQIECBAgMMMCt+JXZy9dulTee+89odcMn0dVn7zAndbtcqX9TnXgHOjwWPd4WW+txcwJm+Vq+/1ys3W9nO7Gb+0rBAgQIECAwK4C9Vxe9bRmkQFuh171xhmKZWe5XDfu5j/web2eZwIE4vvRWY/hDSPbynm92lvdIzMt7kbAtV0iGGvFFytKrqsQ2E3AoLy7CfmcAAECBAgQIEDgyAWux6/M/t3f/V3Jeb309Dry06ECMybwXutH5V4rxmSKcqwcL090ni+r3dPV+7zB8MPo9aUQIECAAAECowlkmNWJO+9VqBWbNE15lr28MvjKnl+novNK0zqjHc1aBOZfoJvDGUbQ1aq6RmZcEV+gDMFyPq/6kT2+tv7rRV/ir/m/Mg7WQsHXwfxsTYAAAQIECBAgMGaByzGfxHe/+91y5cqVuMEQ/wdIIUBgZIGNslHej3m8NuM5y0a5V72/24rJR7bKu+1LMetXb96veplnAgQIECBAYLhA3pbPcCtL/dx79/Gf9ZCIOSyioQ4/dvGKQJNAfp16UVbvixUDHsaCDMQaHhmKyb2aGC3rExB89WF4SYAAAQIECBAgMH0C6zFj+O3b8dt+CgECexa42rpSbsVQhg93Hq+2zQDsVutq3C7oBWEPdz5Z9QZ7f2soxD0fwAYECBAgQGDBBOqgq+7F1fR7Wbnsxo1Sckq0fGT4pRAgMEygirm2PqwTrSpejmX187BtLSfQLCD4anaxlAABAgQIECBAYEoEPvWpT5W///f/fgwXcyJ+o7b3G4BTUjXVIDDVAjkczIetD8pa9O662b5a1bVdlmPa8HzkHAmtKvTKub7eb/841o67dAoBAgQIECCwo0AGXvlP0ronV/3cv1Euyx5fWXLdOiTrLfEnAQL3CeTcXfFFqebw6mQXyU7p5rLjD209zsWX6FhsIgS7z82bHQWWd/zUhwQIECBAgAABAgSmQOD8+fPlC1/4QnnjjTfit2avGfJwCs6JKky/wJ3W7fJh+/1qmMPs6XWye658avPZquLdVrca8vBm66N43y3XWpfLjegZdrYbNxgUAgQIECBAYKjAUtyPz8e9e/c/r6z0Qq7s7ZWDFWTglY9cN58VAgSGCCxFqLV5J/5FmsMbxvDbnYgs2hlbbH1xOrGsG4FYfpGMGzoE0eJBAcHXoIj3BAgQIECAAAECUylw7ty58uKLL5ZLly6VDz74IH6LduvXaKeytipF4OgFbpZrEWZd2a7IZzd/rjzVeW77/YnuqfK3y38Z/bw2o1dYhGSt9wVf2zpeECBAgACBZoG89378eCkxGvd2uX2nlOUIwvKz/CdqPqp79LFGrpuvFQIEhgi0IzXeXItQa+uLEyFYFX5VX6IMw2J5zvWlENiDgKEO94BlVQIECBAgQIAAgaMTyGEOz549W1544YXyxBNPxJAx/il7dGfDkaddIHt4XYneXmutuHEQ5XiEXI93nrqv2p+M9znsYZaNcq8aFvFePCsECBAgQIDAzgLZuytG4Y5RCOJ+fK4af+TwhtX7akEs2wrI6p5gO+/RpwQWWKAV/79uefXjtDi+Q9WsX5v3SkvotcAXxsGa7m7BwfxsTYAAAQIECBAgMGGBkydPls985jPlwoUL8duzfn12wvwONyMC91pr5YPWj6O2vbtvn+h8uqzEf/3lRDlZznc+WS3KoWWutz8sN1vX+lfxmgABAgQIEGgQyH+CrsZ9+tOnYyjDuLuao6/lI3t6ZfiVv591MoKxfPhdrQZAiwgMCmSvr+VTW0Mc5vcpvkxRuvnFyi/ckq6Tg2Te7yxgqMOdfXxKgAABAgQIECAwhQLLy8vlueeei9+0PVG+973vGfZwCs+RKh2tQA5j+Asb/2zXSvyDja/tuo4VCBAgQIBACmw++lj1oNETyHvxx2JqonzUwxvmJxl0xT9VFQIE9iQQX6gMv/KRwxpWPb1y6MOcJC++UNUvPJ7c0x6tvNgCfgwv9vnXegIECBAgQIDATAs8/vjjMWH4UnnjjTfKrVu3er8RONMtUnkCBAgQIECAAIFZE4h/jsa/SWet1upLYEoFcujDfAyMVjCltVWtKRUQfE3piVEtAgQIECBAgACB3QVyqMNHH320Cr8uXrxYrl69GsPLxG8IKgQIECBAgAABAgQIECBAgMBCCmR0qhAgQIAAAQIECBCYWYEMvx5++OHy2c9+tjz22GPm/ZrZM6niBAgQIECAAAECBAgQIEDg4AJ6fB3c0B4IECBwJAJf+tKXjuS4DkqAwPQInM7ZtJVKIMOvs2fPlhdffLF8+tOfNuSh64IAAQIECBAgQIAAAQIECCyogOBrQU+8ZhMgMPsC58+fn/1GaAEBAgQOWWB1dbXkQyFAgAABAgQIECBAgAABAgQWU8BQh4t53rWaAAECBAgQIECAAAECBAgQIECAAAECBAgQIDB3Anp8zd0p1SACBBZF4MqVK4vSVO0kQIAAAQIECBAgQIAAAQIECBAgMBcCRnEa/2kUfI3f2BEIECAwFoHvfOc7Y9mvnRIgQIAAAQIECBAgQIAAAQIECBAgMB6BV155ZTw7ttdtAUMdblN4QYAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgMMsCgq9ZPnvqToAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgsC0g+Nqm8IIAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQGCWBQRfs3z21J0AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQGBbQPC1TeEFAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIDALAsIvmb57Kk7AQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIDAtoDga5vCCwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgVkWEHzN8tlTdwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgW0Bwdc2hRcECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKzLCD4muWzp+4ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQLbAoKvbQovCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEZllA8DXLZ0/dCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEtgUEX9sUXhAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECMyygOBrls+euhMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECGwLCL62KbwgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCYZQHB1yyfPXUnQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDYFhB8bVN4QYAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgMMsCgq9ZPnvqToAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgsC0g+Nqm8IIAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQGCWBZZnufLqToAAgUUWePnllxe5+dpOgAABAgQIECBAgAABAgQIECBAgACBBwQEXw+QWECAAIHZEGi3ddqdjTOllgQIECBAgAABAgQIECBAgAABAgQITErAXdNJSTsOAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIDAWAX0+Borr50TIEBgfAJvvvnm+HZuzwQIECBAYAoFnnvuuaLH8xSemCmt0o0bN8qVK1fK5ubmlNZQtQgQIECAAAECBBZR4MKFC4vY7Im2WfA1UW4HI0CAwOEJCL4Oz9KeCBAgQGA2BJ555hnB12ycqiOtZbfbLdeuXSsXL14sH374CxCLywAAQABJREFUYel0OkdaHwcnQIAAAQIECBAg0C8g+OrXGM9rwdd4XO2VAAECBAgQIECAAAECBCYskKHXRx99VF577bVy8+bNku8VAgQIECAwToH8/Yp790r0MC7x904prZhYZiXuuK6sxOvWOI9s3wQIECAwTEDwNUzGcgIECBAgQIAAAQIECBCYGYEMubKH1//6X/+rrK+vz0y9VZQAAQIEZlfg7t1Sbt/uBV79rYjFZTnuup482QvA+j/zmgABAgTGLyD4Gr+xIxAgQIAAAQIECBAgQIDAGAUy6Hrvvfeqnl6GNhwjtF0TIECAQCWQPbvu3Ok9sofXUjyy51fV4yt6eS0tlbKx0QvFTp3qhWDoCBAgQGByAoKvyVk7EgECBAgQIECAAAECBAgcssCduPP49ttvVw+h1yHj2h0BAgQINApkx+Ls7ZUBV4ZdWXJow/ZWAJaf5zCHOfzh2lpvPcMe9pz8SYAAgUkICL4moewYBAgQIECAAAECBAgQIHDoAjmP16VLl8pPfvKTuLkYdxcVAgQIECAwZoEMujLM6i/1kIYZbmXPrwzF8pHvMwSre4L1b+M1AQIECIxPQPA1Plt7JkCAAAECBAgQIECAAIExCdy4caO8/vrr5aOPPoqbjHGXUSFAgAABAhMQyN+zyEf28Lp3r5TV1d7rukdX9vo6frwXjuVfT7m87hU2geo5BAECBAiEgODLZUCAAAECBAgQIECAAAECMyWQoddf//Vfx/wqd+Jm4tYYUzPVApUlQIAAgVkV6J/LK0OtDMDq0KtuUw6BeO5c/a43BOLH77wiQIAAgXELCL7GLWz/BAgQIECAAAECBAgQIHAoAtmz6/Lly+W73/2uoQ0PRdROCBAgQGCvAnXwVY+wOxh61fvLnl9+N6PW8EyAAIHJCgi+JuvtaAQIECBAgAABAgQIECCwT4ErV66UV199Vei1Tz+bESBAgMDBBTLQyrAre3Vl+NUUbuWyHAYxQ7Isx4711u+98ycBAgQIjFsgflQrBAgQIECAAAECBAgQIEBg+gVOnjxZHnvssbjhGHccFQIECBAgcAQC+VdQ/ddQBlx1uNVflVx261Ypt2/3Hk3hWP/6XhMgQIDA4QoIvg7X094IECBAgAABAgQIECBAYEwCp06dKi+88EJ5/vnn4zft41ftFQIECBAgMGGB/Osng6/19d5z9uyqhz2sq7K21nuVvcNy/XxWCBAgQGByAn7sTs7akQgQIECAAAECBAgQIEDggALHjx8vzz77bHnxc5+LoaNi7CiFAAECBAhMUCBDrJWVXk+v5ZhEJgOw7NmVYVeGYHfulHL3bm8IxOzplevWPcQmWE2HIkCAwEILmONroU+/xhMgQIAAAQIECBAgQGD2BLK315NPPFGOxd3E1157LW4yxl1GhQABAgQITEhgdTWDrm7Z2GhVwVYGXvnoL/VcYPk7GoKvfhmvCRAgMH4BPb7Gb+wIBAgQIECAAAECBAgQIHDIAjnP1yc+8Yny+c9/vpw9ezZuKpr365CJ7Y4AAQIEhghkqHXmTCuGMMzwqzeUYWurJ1g9Em/+tRRTU1bB2JDdWEyAAAECYxLQ42tMsHZLgAABAgQIECBAgAABAuMXePTRR+Om4kr5/ve/Xz788MPSzXGlFAIECBAgMGaBHOYww6/s6ZXDHeZfP/moh0KMkXlLrqMQIECAwOQF/PidvLkjEiBAgAABAgQIECBAgMAhCpw7d67q+XXp0qXyzjvvlE6nc4h7tysCBAgQINAskL27TpwoJYc+rP/qyZ5eGX4pBAgQIHB0An4MH529IxMgQIAAAQIECBAgQIDAIQmcjPGkXnjhhfLcc89VPcAOabd2Q4AAAQIEdhXIsCtDsHwIvXblsgIBAgTGLiD4GjuxAxAgQIAAAQIECBAgQIDAJASOHTtWnnnmmSoAy9cKAQIECBAgQIAAAQKLJ2Cow8U751pMgMCcCLT9GtmcnEnNIECAAAECBA5TYDkmVHnqqadiXpXl8sYbb8TcKzH5ikKAAAECBAgQIECAwMIICL4W5lRrKAEC8ybw8ssvz1uTtIcAAQIECBAgcCgCrRhz6lOf+lT1OJQd2gkBAgQIECBAgAABAjMjYKjDmTlVKkqAAAECBAgQIECAAAECBAgQIECAAAECBAgQILCTgOBrJx2fESBAgAABAgQIECBAgAABAgQIECBAgAABAgQIzIyAoQ5n5lSpKAECBO4X+Pa3v33/Au8IECBAgAABAgQIECBAgAABAgQIEJhqgZdeemmq6zcPlRN8zcNZ1AYCBBZS4MMPP1zIdms0AQIECBAgQIAAAQIECBAgQIAAAQIEhgkY6nCYjOUECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIzJSD4mqnTpbIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQLDBARfw2QsJ0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQmCkBwddMnS6VJUCAAAECBAgQIECAAAECBAgQIECAAAECBAgQGCYg+BomYzkBAgQIECBAgAABAgQIECBAgAABAgQIECBAgMBMCQi+Zup0qSwBAgQIECBAgAABAgQIECBAgAABAgQIECBAgMAwAcHXMBnLCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEZkpA8DVTp0tlCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEhgkIvobJWE6AAAECBAgQIECAAAECBAgQIECAAAECBAgQIDBTAoKvmTpdKkuAAAECBAgQIECAAAECBAgQIECAAAECBAgQIDBMQPA1TMZyAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBmRIQfM3U6VJZAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBYQKCr2EylhMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECMyUgOBrpk6XyhIgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECAwTEHwNk7GcAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBgpgQEXzN1ulSWAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBgmIDga5iM5QQIECBAgAABAgQIECBAgAABAgQIECBAgAABAjMlIPiaqdOlsgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAsMElod9YDkBAgQITLfAI488Mt0VVDsCBAgQIECAAAECBAgQIECAAAECBAhMWEDwNWFwhyNAgMBhCbz00kuHtSv7IUCAAAECBAgQIECAAAECBAgQIECAwFwIGOpwLk6jRhAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECAi+XAMECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJzIWCow7k4jRpBgMAiCnzjG99YxGZrMwECBAgQIECAAAECBAgQIECAAIGZFXj55Zdntu6zUnHB16ycKfUkQIDAgECn0xlY4i0BAgQIECBAgAABAgQIECBAgAABAgQWW8BQh4t9/rWeAAECBAgQIECAAAECBAgQIECAAAECBAgQIDA3AoKvuTmVGkKAAAECBAgQIECAAAECBAgQIECAAAECBAgQWGwBwddin3+tJ0CAAAECBAgQIECAAAECBAgQIECAAAECBAjMjYDga25OpYYQIECAAAECBAgQIECAAAECBAgQIECAAAECBBZbQPC12Odf66dEoHvtWrn7e79Xbv/Wb5V7/+k/lXyvzLdA54c/LDe++tVy7fnnq3M/363VOgIECBAgQIAAAQIECBAgQIAAAQIECExGYPkgh8mb893r1/e0i/anP72n9ed15c7bbz/QtNbZs6V17twDy6dhQZ7rjW99q2x+97vb1Vn+ylfK8pe/vP3+MF40ueR+93PdHOa+DqNtw/aRAcjNX/7lks9ZMvha+pmfKWf+x/8YtonlcyCQIefm3/xN1ZK7//7fV8+rv/3bc9AyTSBAgAABAgQIECBAgAABAgQIECBAgMDRCRwo+Mqbtjd/6Zf2VPsMdvKm/rFf/dXqsaeN52jl27/5m1WQ1N+kDJFO/+mf9i868tcZeK39/u+XtT/4gwd7IcXN+vbTT5fVf/tvD+1cNrkkwonf/d1y/Dd+Y2SPDJGuf/GLD6yf19+5ixcfWH6UCzJQrEOvuh753crlhx0s1vv3fPQCgyG38Ovoz4kaECBAgAABAgQIECBAgAABAgQIECAw+wIHCr720/y651De1M8bvSf/w39wc38/kBPYJs9V9kTq7+U1eNgMbLLnSj4fRm+VlX/6Tx8IBPOY6//9v+8p+Mr1m0ruf9pKOjeVYcub1p3WZXkeBtuRwffSF74wrVWeWL3y+5I/B/t9hF8T43cgAgQIECBAgAABAgQIECBAgAABAgTmVOBI5/jKsCR7jOXQbsr0Cdz5d/9ux9Crv8Z5w/4wzmP2BGwq2QOqPyBoWqd/2bDga9j++7ed9OsM4wZ7/2RPunno7XXnd36nCkYzHK0fw87NpN2P+ngZAGYPzzzX/SW/Sznfm0KAAAECBAgQIECAAAECBAgQIECAAAECexc40uCrrm4GLINDvdWfeT4agTwfTUFWBjTD5tvK4RAPWnL/TYFPhl6jBiZZ9+xJM1imNUzKep355jdLBmBpm+Hc6T/5kwfCsMH2eD/7AlX4Feda+DX751ILCBAgQIAAAQIECBAgQIAAAQIECBCYDoGxDHWYcz4N3sitw4imQCJDjXrYw+lgUYum0CuDmRyaMsOpPJ+3fu3XSvbEqksOiZjLB899/fmozxn8NF0nuWyUHltN2+axmwK1Ues07vXS7NQf/dG4D2P/UyiQ5z6DzhxWNL8/dTHsYS3hmQABAgQIECBAgAABAgQIECBAgAABAqMLjCX4Wv7KV4aGDGu///sle3gNlnouoMEh3wbX834yAv2BVn3EE7/7u9u9kPJm/Ymvf70aqrL+PJ87b7994OCrHvpvcGjDUa+RptAu6zZKaJbrKQQmLSD8mrS44xEgQIAAAQIECBAgQIAAAQIECBAgMK8CYwm+dsI6/hu/UfUSGgwnMuTIsGWnXjm5Tm6XPXqyd1Fd8qbx0he+UI7/+q/vOXTZbZ9Znwxi9lKyflU9/+Ivqs0yzMv6NfWE28t+67qmU7Y/32fJ/ecj65rhTnqMowzut3X27AOHaVr2wEq7LKi8Yv6jwZ5b2d7drpG6Z+HgIbLuO11beawM1jbinNWuuY/62krXHJZup5JzWA2W+pxnvbIHT+4/S+4353fKkm3KQHiw9AeNg5/l+/p6aPo+1O3dLeyrv0/9+6+vo1w26JLnJved34lh++7fZ/f69f5dV6/X/+zPqoC0/qA2qt/3Pw8ev/6sPi/7+X7W+5i25+qa0PNr2k6L+hAgQIAAAQIECBAgQIAAAQIECBAgMGMCEw++0idvVufN8cFSDfMVnw2WvMGfwUDOIdUfStTrZS+jvEGe6+TN+J1upNfb5H6y51lTPXKd/n3mDenc57Ab/fU+s/4ZfmRd7itRvww38li5n9Xf/u37Ph7lzd3f+72h7S+x/yx53AxXRjXY6bgZcAyW3H9/eDQ4p1cVWEXAdxgljW7+0i89sKv1//bf7qvD4AoP2G+t0F/v/m0qs7Adtl3/dZD7yKEe83poKk3XUp6LPPd5Xdx37bZa27vI5U3b5rXSdB5y/fp62N5J34usc4lzlfvM62Gnazfb3XTsrHceox5ub3v3W9dyhoT5WQ7RN+gxbJ/1PjK07Q+u81hN+0iz6mdCvWHfc/95yW1zmMjdgsm+zaf2ZbbFsIdTe3pUjAABAgQIECBAgAABAgQIECBAgACBGRBoH0UdB29y71SHvPGdc9/kTfb7goMhG+VN/MG5cgZXzX3e+NrXGm/4D66b7+tAK4OAYaWu57AApd4u29HUu6f+vOn59m/+5sjtz+1HMWg6Tv+ypqCobn+ehzu/8zsP+O21Z1z/8QZfZ4jRFPrc++M/Hlz1vvcZyDSVDFcGS+UU4dpu56zeLtfL6yaDrFFLXhcZsI5y7Y6yz/raHQwdh207yrXbtG1j6DWwYn3NH1bb6t3nsTP0zP2PUiqTr3616rE3yvrTvk4dfg3+nMyfHfV3cNrboH4ECBAgQIAAAQIECBAgQIAAAQIECBA4KoEjCb76e3v0N7wp6Lj1r/7Vfb1D+tcf9nq3G/K7BWPD9ps3noeFJPnZqDfqc91Rw4K80b1b2NNU36xL09B7Tes2Lavn2er/LNuegVeGP4PBS96kz55Fh1XyWmgK0tJt2DnIz5qCr6zbYJC3X588xq1f+7WRz1/WZ9TrYhS7vVxn/fvL7Zps+tepX2d9c/1RSq7bNGffKNs2rbOXYw9u/0CvusEVZuj9TuHXYXrPEImqEiBAgAABAgQIECBAgAABAgQIECBAYCSBIxnqcDA0qWs6GHxl6NMUkmWIkT14lr/ylSpUyJ47+egv9Q35HJquv+R6+dlgyZAl5x/LG851gNLUuyKX1XMz1fvIQGHw+PVnub8qRIr5sHJ4tlwv978Zj1FKU+iV+8x21b2i6rBgsA4ZEOVjMPQZ5bh5LjLIGrzJ3nTuct1Tf/iHDwxXN8pxdlonz/Fgm3L9YcMdDgvEVn7xFx84TFOwk+3Ia6DuHZau2TtvMDDK5VmvXHe30r9t7v8gc6Bl+5o88vzm0JD1tZvziA2et6xntqUpTBxsQ79j7jv3m23uX96/TbYxr+lsX5Y8RvvTn65e5/WSn/WX3Gf/NVmvm+sM6w2Z7cs5/PIYub90GGxjLs/tdxpKNNdpmnesv34HeV3tf6C9B9lffgcHA+xsYx5n8GfbQY5jWwIECBAgQIAAAQIECBAgQIAAAQIECMyLwESDr7xZO2zenry53n8zPIGbQp8MG0787u9u++dN89wul9+I4c76S94cz3XrG/L5WX8QUa+bQcd9N5Fjnxkq1QFHvV4+Nw1zN+xm/QP7je3zRnb2mEqL3UoePx+DJdvUb1UHYU3hRAaH/esO7mun92maXsMCj9w2j900z9NO+x31s6x3HXT0b5PXxYmvf71/UfW66dzmB3WQVW+Q9k0BUrr2r5vXVl4H17/4xQfOV9N1UO9/8Lk+P/s9D/X+muqcIVPOb7VdtuqcbRwM9/I85vL+78P2dgMvmuqc11dTb8ncZ+67DtXyuX6ddc7P+0s6DAunmlxzX/29CbP+eW02tXH9z/5s6L6zDrn/prnj+us3C6/TtTqPAz/zZqHu6kiAAAECBAgQIECAAAECBAgQIECAAIFxCowl+MqeGIM9W6oQJ3o8DSv9gUOukyHGYOiTN+P7Q6/+fWVAkT1CBnsk5Q3ivElelzokyN5X9f77e5zU6+Vz3qAfDBvyZntul3WpS1MwVAcH9Tr1c92GwV4c9eejPNf1Hlw3w7vszVIHG8PaNbjdsPfZ1qqdEWo0lTxng8Fi03oHWXbsV37lgXOa9UrzwSCpKfjK+i994Qv3VSF9HrpypQpO0is9c591WNO/cq6b19bgOR52Dvq3rV8fVjCY5zcfo1y7g22u65LtrK+PelnTcwZNg771Nd0UHO3Fo+l49bKs32BpWpbr5Pc6e31W12i8z585o7RtcP+z+j4D9wv/5t/MavXVmwABAgQIECBAgAABAgQIECBAgAABAmMRGEvw1TQ84U61zxvX/T06ct2mEGPwRvzgPvMm+GDw1dSDJLfLUGinYChvtjfVYfCYg4FI/XnT8Hrbn0UPlrxBP+yGfr3esJv42ZMng4Zj/+JfVKFMvX4dANTvD/Kc+99tfrWm85weg0NEZliz37qt/LN/9sA5zXblcH7910Met8kzg7NhJX3zsdN1kPvNoGm/JcPB/bZ92DEP69odtv80GQyi63UzBGwqTfZN6+22LK0Gv7N5DjIozjrl8evvRT73XwO77XvePs9w88KFC/PWLO0hQIAAAQIECBAgQIAAAQIECBAgQIDAgQTGEnztpUZ58zbnhxosTT1I8gZ4U2+Tetumm++DN9HrdevnDDUyRMnj5evcRwY6o4YdTcfMfWdgM6zUN+x3C9bq9bLd/SWPmQFfPnKdDAPSMUOAfH3QoCUtmoa0669Dvk7b7N2XwVZd0m6wvvVn+3nONmUbB51zuMP+4fIGe+bVxxoW4NSf18/Zluq8b10H1fWw9bpeZz/Pw4Ki/exrcJuDXruD+6vfp/ewstNnw7bZy/I8X03fizy/9Tmur/G8NjLs3otx9grbKejcS12b1k2fwzbKa3Pw+s/veNPPzaY6WUaAAAECBAgQIECAAAECBAgQIECAAIFFEjjS4CuDixyesOlGcVPwVYcRezlBgzeMc9sqOIphwvJG+qgB17BjNu0/1x0c6nFw+6Y2D66T7zNU2imEyuNn0JSPeq6xDAQyQBg19Bk87rDj5X4HQ600zLbUQ1A2BY2jtnWwHvX7puEO62uhDvkG65XbZhhYf17vq/8595HhYbZh2HnsX38/rw/a9qZj5nnOOjdZN60/S8tyuMmm66y/DVVIGWFQHZDlOc4eo6Nc73lNnP2f/7N/d1P9OntPDl7b2d56+MxOpzPV9Vc5AgQIECBAgACBgwm02+2D7cDWBA5RwP//OERMuyJAgACBhRbwb7zxn/6xBF/ZA6P/hn+GS01BVt7k7l9v/M0tVT12G8LvMOpxWO2qb3IPC6Oa6po3yvOR5v29oprWHVxWhYGx3WA5+R//Y8kAKodZHBzKMIOYDPryWE036Q9qMWy4w6xrfcym62unYQ4zNMnh80YJvLL+o6w3aHbY77MOt37t1x4wPuzjHPX+Tv/pn1Y9Cesgd7f65LnPc5nXZh0I7bbNLHye37NsU3+pfx7kc5ZvfOMb/R97TYAAAQIECBAgMEcCx44dK1/72tfmqEWaMqsC3W633L59u7z22mvl8uXLs9oM9SZAgAABAlMj8Morr0xNXea1ImMJvk58/ev3zb2TYUjTEIV3fud3St7kHrVkb429DGuW+x0MXXJovqa5qXLdHAKt7iWUx8mgIdffT9ktKNnt8/5j5k3us3/1V1XgUfX0ieEER+ntkzfNc9tResLUx2sKG6reY1tzZdVzsQ2GX3msrNNgALXX81XXo/85ewA1hU91yJYmTSWD1aZSByVN5yCPU18HWfe8HnL/w47RtP9xLctrsW7z4DHqOuf5znpnOzIkm9WSPQizN2gGlPnIa6vpfPW3rz6ve/mZ0r/9NL0eJfSapvqqCwECBAgQIECAAAEC8ymQvbw+/PDD8sYbb5QbN24Mb2SEY614jFKqtfRmHIXKOjMisLFRytWrpdy5E79wHwOzLMfd1lOnSonfES8u9Rk5iUdRzW5cLPko9c/O6OXdykfrKGozRccMj058qbqbPZ/KJF1W2EzRWZqFqowl+BpseAYXTcOX5U38fORngyUDh8FhCJf/0T8qGartt2TgVQ+P1r+PDHbyRvtgSDZK2DG4Tb3fbFe2YVgZJbga3LZ2rJfnMeo5tZraletlG/YSfDXVazBAyvArQ4ZBn6Y6DG5b132vzxmCDPZ+yfZnGJLPgyWt6l4xg59luNcUogwbenOwnYP7m8T7Ju88brYzvxODAWOTySTqeZjHyPN3/Dd+o3rkfutgNduW11qaDJb8LJcPO/eD60/je6HXNJ4VdSJAgAABAgQIECCweAKbm5vl3XffLZcuXap6fA0VyNBrba201teHrnLfB0tLpbu6KhG4D8WbWRV4551uBMOt8v77rfiexL2LuFe/Evfnz5wp5cknu+XFF3sB2Ky2T73HIJC/JNC5F4/4mVkFXxl+RdhVBTxL8bMxLqB23rJfwAAsAq/Wxs1SNu6GTYZfaROhV3vLZeV06S7F3x8KgREE4sqZTBk25N5gz6G6NoM38nN5UyhTrz/Kc1MYkDfIcx6tYQHWbvttqmdu0xQC1fvKsKrppn39+ajPGXpkMHDqj/6o6hHWdLO/qc2j7r9erykkSrNhba+3y/rsJXSrt2t6Xv7KV5oWV0PcNVnudNym6yjXz0Cv6Tpo2n9jZca4sKnOWdfs3bTbeRhjtSa662xnBqkZUmcPyLz2m0qTVdN607hM6DWNZ0WdCBAgQIAAAQIECCyewHqEWD+MXyp88803dw69kiaDr824Wbl+7/5HLMsU4IHl2T1GITAHAhcv5hQE7fK3f9uuenvdutWKnpEZgLWq99/+drv8v/9viWVz0FhNOByBDHI2MyGN7oHZoyl7e2UQlj9H8wibaxH6xGeb+YsEsXyRSoZeax+WshbdJzP0iu6TrTDKR1q11iMQu/tB+ISfQmAEgYkFX4O9leq6ZTDT1KOmKejIdXcKcvKm8fW/9/fKja9+tRpaMYdX7B+6rynAySHihpWdjlVvk+FO0z5y22Hh16jDJ2bdsw3ZnmxX1bavfa0+9H3PWY80HixNQc7gOv3vm9rSb9i/boYuTWFbvU49LGL9/iDP2bamug0zbrKoj98UZA1bP9edhiCl8dqNcz6sNH2nhq076eVNbck6pHNe7/mor/drzz8/dGjSYb0J93rNT7r9w44n9BomYzkBAgQIECBAgAABApMUyJ5eb731VrkYd/XXoifXfkt1y3bhh+zar57tpl3g8uVu+eY3W+XatVb07upWz9nbKzo0xvemlCtXWuVedOrJUOz11+Nevbx32k/pZOqXwdZmXBgZc2UIlo+qdONlXEDxM7P6sdmJ9bY/21plnp8y+Lt3NXp73YpWhk2GYCU8qhIBWPSO60ZPuFYYtTL8qkLDrY89ERgiMLHgK48/tNdXzA81eDM8g4imMCLnLWq6qZ/hTA6Fl8Mj5g30OiTrvwne/7r2yHWbgpC8Cd10nHq7/udhvYtu/9ZvVcFb3basU97UHyVQq/ef61Z1jHZVbYveYlm3wZJtaNrvXnsDNYUJefwM3/r3n3VJ87ptg/XJ9037alpv1GXDnAe3z+tmp0Cu6TpoOtfZtgwpd2rj4LEn+T7PedO1m21pas8k67bTse798R9X11JeQ/31z2Azr7F8VJ/F52mf36P+9ep9DwtkmwLSeptpfRZ6TeuZUS8CBAgQIECAAAECiyWQPb2+973vVcMbZgA2Uom7tN3jq6Vz+sz2Iyc2auVv60evr24kAZ2Tp7Y/6544Ud3cHWnfViIwhQLZQed73+v17Hr++W65fr1VfvZnu+Vf/+tO+a3f6pR/+S875dFHu1Ugdv58N3pOtsrdGLlNWXCBHNowhjhstSIdzVArn2PovnL8oVKOPRRvj8XyrQAs57jKx4L0+mpF0Ndav1G6OdxjtjmGM+ycfKJ0zjxXOqeeKt2VmDAvw69Y3kq7KiBb8OtJ83cVmMgcX3UtMpDI8GLwpnze1M6b2IPBWL7PoKi/1DfCM+TKG9wZYuSN8qZwIsOP/rCkac6t3O7mL/9yFdJkSJTvsxdRf8jTf/ym1znk2tof/MEDdch9ZXDS1MMr691U5/79Z92znYPr5bIMD+pgqa7z4Hq5r/729+972OtsS+57cF8Zfg2ei2H7qJdnu3NIxMMqtcdu+9utzXkdZnv6S57vG9Gb7tiv/Ep1TeXneZ0OOvRvM8nXTSFw1i2v3fwsH/l+r9fuuNvQNFdfVe+t73V+R3PYwiz5nchzN/jzobr2op35/cxHhmLZzqZzk9vvFHqOu7372b/Qaz9qtiFAgAABAgQIECBA4DAFunGz9UaMx/Z6dE358MMYamovJYOv5ftvL3Vi2MP2Vm+x7tJyBGPHhV17MbXuVAvE7ZeY/67X0ytDrWee6ZZ/+A+7Jaeuy3L+fCn/+B93y3/5L+1qmMNjkWesry/YsHU9Cn/2C2SQlcFWdunKgGf55NZcXrFSdgCL9624TLrZ2ytLNcdVXDzx2dyXGMawCr0yDAyb7uqjH9tET6/u8XPxyxQRGuYQkVFaMQdYFYbNPYwGHkTg/n+ZHGRPI26bw9813bTO4ChDl/7eOHkzP+fzaQqOMixr6gXSX41Tf/iH/W+3A4LBUKsO3u5bOd7k8QfXHVwn32edM+DJ3mijlNxv3pwfvME/uG3uN9ufPV4Gy7A696+XnruFQP3r5+usV56jJvPBdXd7n+3LcHIw0Nxtu2GfZ91GOSe5zk6lDioH18m51+7EY7CMcszBbQ77/bC253VwLx9h3V+moc5Zn7TO7/uwkvXPR7YvS157+Z3LZf2lXm+nfdXXbv920/5a6DXtZ0j9CBAgQIAAAQIECMy/QCd6Zl25cqWaz+v69evz32AtJHBAgQy+sgfXpz5Vys2Ydui55z4OvepdPxr37f/BP+hU60UHyJLZr7LAAhF49Xp5ZcIVvWnbcUs+H9Xy7F3bC0YzFKt6hG0vWQyzDLIqixjesLtyqgq/Kq/Nvq6SEYp1W/1RRpotQiq4GNfAOFoZP3onW/Lm9PFf//UHDpq9N5qGLssb5xn+9AdiD2w8sCCPceab3yxNPbwyoKpvsg9sdt/bvd5Ez95XWc/dSu53L72gMrjaa/uzDrXbbvVp+nw/2w7zyt5pTee16bijLNst1MrzsNv5zc9HOVdZnwzt9hoejtKO/ayzl2t3L9fYfuoy6jZ5vvJ62qn0977Lc3P6T/5k13M4uL/8ru9nu8H9TPJ9hpX5/egv+21//z68JkCAAAECBAgQIECAwKgCOZzhu+++W/X0yh5fCgECuwvcimmI7t1rVb25svPO2RiFbbBk0PXzP1/KL/xCKV/5Sikno3OPssgCMTxfhFutaii/iGuyZ1OWDMGyF9PG7d4jejVFn7Dqv14Q1Ftt7v/sxjCQ0eoq7MpAMJ1ynq+7V7YfJedHq0sOd5ihoUJgB4GJB19Zl7wR3hRkZa+vwZ4e9foZZO02jFndu2hY6JX7qm8sDwszsl4ZduQ+ct29lGxXDts2bN8Zyuzn5nzud5T2Z90zaDj9p386crAzrH39bWk6V/V2ebwMkbJ+6dYUKGXvscEeSfX2e33Oeu1U6uEfd1onP8v9pNOwOdCyzSe+/vWqB9Ju+5rU56Ncu3nt7efaHWcb8prYKbQb/M5nO/N7lNsMOz91ffP6y/Wmrc11/XZ6HuxNmtfcfn4+7HQMnxEgQIAAAQIECBAgQGCYQPb0ejuGkn/jjTfKrbiTn8MdKgQI7C6QPbjysbKSAUZMR7SVYfRvGV+v8uFHpbz3Xu9xpzdCW/8qXi+cQP/P2L6eSnVvsCrMyUCn92iVeM4waIFLK4Z7bHpUgeECu2j6aAKt+IfNzH2DsodI3iyv5/jJG8bZ4yODr72U3L7eV26XN9zzRvtOQc+o+6/3nc9V/Q5pv3n8rHPutz8wqNt/GHVvamPtlMfNcphWTceb5LJ0zHmjas+03C1wmWT9hh2rf0jAPO8ZAo3r/A+rw16X19a5Xda1nqdvp/3U36X6/OS683D9ZRhcD2OaFhl65bW3l/Lnf/7ne1ndugQIECBAgAABAjMkcCwmhfna1742QzVW1VkTyOArQ68f5v2VQ7411Lp1c3uOr86x46V7Koeu6rvRO2tY6kugT+Ctt0r55jdb5emnu+W119rln/yTTnnxxb4V4mX2CvvP/7lVrl7tXff//J93ylNP3b+OdwskkGFW9OqKGREj14owZynmrVo+XfVqqnp75efbpXervtWOof1yna1eYtsfz+GL9o0fRKs6oRPfl+MPl+6x6Ea5uV7ad975uLV9f09128dK92SMNTrDNq+88srHbRvDq2/FVDKHXb4c955nqcxk8DVLwOpKgACBYQI5Z1kGeqMM0dm0D8FXk4plBAgQIECAAIH5EBB8zcd5nPZWbGxslB/84AdV+LW+nkNNHU4RfB2Oo71Mp8Dly6X8+Z+3ynKMyPb++63y+c93y1e/2q3e1zW+dKmU//pf21Xem73DfvVXO+Xhh+tPPS+eQIRZG9Htb/NehDXZ+vhj5cyDwU3OabU1pF8rfllgUYKv1u13I/dKm+g+maHW6vne6/pCidCrdfdyaW1E7+S0i+EQBV81TvOz4KuU/hnhmpUsJUCAAIGxCIw6NOdYDm6nBAgQIECAAAECBAgsvMBy3Ll/5plnYsi2lSoAu2M8toW/JgDsLvDQQ6UKsd54o1XOneuWixdb5ZFHuuXZZ+NGa9xpvR3TNf3FX7RKdNyN71a3WjdfK4ssEGFNhjr5FM/Z66tkyLUUk8FVSVgEYxnuRDC21d9robC6yydL+160PXt1VfOdrYbNiaCJ1Dh6w7U2MhC8W7rV+57QQgFp7L4EBF/7YrMRAQIECBAgQIAAAQIECBAgQGD2BTL8eirGYMtehhcvXiw3b96c/UZpAYExCmS4lb28YtaMan6vDLe+/e12uXSpW837df16zO/1YS/4yrm+PvOZblmN+/jKggu0Y1K4znqEO5u9QCd7OOXrKviKp3gdAyHGcy7KoQ8bJo+LpXNZlk+V7vqNaHb0PM5hcdeuRq+uSJC3gq/sDdaqrHqtF33N5VVw6I2K2FQhQIAAAQIECBAgQIAAAQIECBBYVIF2jMX2+OOPl5/6qZ+KniuPLCqDdhMYWSDn63rppW65fr1V7t1rlQy4fvKTVrl2rZS70Tkly1LkFp/7XLdcuNB73Vvqz4UVyBDnvh5eketkD6duzPmVoc72PF9b4dciQcV8ZuVYdKXMXnGZalUu2dMrwq/sHdcXei0Si7YeTEDwdTA/WxMgQIAAAQIECBAgQIAAAQIEZl4g55N5KMZw++mf/unyyU9+cubbowEEximQvb5+9mdL+cVf3IzvTTfCr1JymryrV1sx1GGrnDnTLT//8514lHIiRmxTCFQC2etr5XQEPPEcpZthV4Q83ZI9vKJUc1z1PustWJQ/cz6zU6Wz+ljp5hCHmX5lj7h4bkUwmD2/uitnq+dFEdHOgwsY6vDghvZAgAABAgQIECBAgAABAgQIEJgLgRNxl/5zn/tcNe/Xj3/84+jJsnVDdg+t6546XTbjoRCYZ4EMv557rhXz5HWjp1e3XL5cZRjlbNyflx3P85k/YNuy59fKqd7FkqFO9m7K4f3aeZs+nrdKdnxaqJIGyyciAIvgK3p5tTbXSid7w7WPRRgWk+Tl3Gjl/EKRaOzBBARfB/OzNQECBAgQIECAAAECBAgQIEBgrgRyvq8XXnih5PxfGX7dy+4sCgECjQIxUmh5+OHeo3EFCwk0CWTQs9Xzq+njhV4WIWC3CgKzz5dCYH8Chjrcn5utCBAgQIAAAQIECBAgQIAAAQJzK7CyslKef/756NHyXFldXZ3bdmoYAQIECBAgMH8Cgq/5O6daRIAAAQIECBAgQIAAAQIECBA4sMDS0lJ5+umnq6EPz+b4bQoBAgQIECBAYAYEDHU4AydJFQkQINAk8KUvfalpsWUECBAgQIAAAQJzINDOsbMUAlMg0IrhuD7xiU+UkydPlrW1tSmokSoQIECAAAECBHYWEHzt7ONTAgQITK3A+fMm9Zzak6NiBAgQIECAAAECBOZM4PTp0yUfCgECBAgQIEBg2gX8Ctm0nyH1I0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQGElAj6+RmKxEgACB6RO4cuXK9FVKjQgQmCuBhx56qOTcHsrkBNbX18v169cnd0BHIkCAAAECBAgQIECAAIGJChjFafzcgq/xGzsCAQIExiLwne98Zyz7tVMCBAjUAl/+8pfLqVOn6reeJyBw8+bN4uf7BKAdggABAgQIECBAgAABAkck8MorrxzRkRfnsIY6XJxzraUECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgbkWEHzN9enVOAIECBAgQIAAAQIECBAgQIAAAQIECBAgQIDA4ggIvhbnXGspAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQGCuBQRfc316NY4AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgsDgCgq/FOddaSoAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCYawHB11yfXo0jQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECCyOgOBrcc61lhIgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE5lpA8DXXp1fjCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKLIyD4WpxzraUECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgbkWEHzN9enVOAIECBAgQIAAAQIECBAgQIAAAQIECBAgQIDA4ggIvhbnXGspAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQGCuBQRfc316NY4AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgsDgCgq/FOddaSoAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCYawHB11yfXo0jQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECCyOgOBrcc61lhIgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE5lpA8DXXp1fjCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKLIyD4WpxzraUECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgbkWEHzN9enVOAIECBAgQIAAAQIECBAgQIAAAQIECBAgQIDA4ggIvhbnXGspAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQGCuBVrdKHPdQo0jQIDAnAp0Op05bZlmESAwLQLttt+RmvS5yH+a++f5pNUdjwABAgQIECBAgAABApMTGPf/1/7Wt7516I358pe/fOj7HOcOl8e5c/smQIAAgfEJjPsvyfHV3J4JECBAYJhAq9Uq+VAIECBAgAABAgQIECBAgACB/Qn4Nd79udmKAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBgygT0+JqyE6I6BAgQGFXgzTffHHVV6xEgQIAAAQJzLvDQQw+V8+fPz3krNe+wBDY3N8v7779fbt++fVi7tB8CBAgQIECAAIERBS5cuDDimlbbr4Dga79ytiNAgMARCwi+jvgEODwBAgQIEJgigWeffVbwNUXnY5qrkvPEXrx4sfz4xz8u9+7dm+aqqhsBAgQIECBAYC4FBF/jP62Cr/EbOwIBAgQIECBAgAABAgQIEDhygfX19fLqq6+Wy5cvl+z1pRA4FIEIU9u3bpbW3bsj7a67cqx0zp4ppb000vqDK3VLt3Tyv1an+mi5u1xihszB1bwnQGAUgW58jzrrpdXNvxPy2xWz4rTjdnE+fK9GEdzfOuHeuv1e9WivXSnd5ZOle/zh0j31ZOkeO7e/fc7LVnk93nq3tO/8pJT1G6Usn6psOqc/Ha9PzEsrtWMCAoKvCSA7BAECBAgQIECAAAECBAgQOEqBO3fulL/5m78pH3300VFWw7HnUKC1sVGOXbpUjr/37n2t625lUa3ufYvL+iOPlDs//YXSXd1v8NUpt1s3I/rqhbfHWyfKatfN0PuVvSOwm0C3tDbXSjceJUKY+76m8dVqtZZLd+VkvNjf93S3oy/u5+EeYc7Su/9nFe7UDtWPy1b8Gd6bD3+udM5/oZSl1frjBXkOm9s/KUs/+b9Ka+1q5rAfl6BZivebn/hS6TwSNmmlENhFIGJ8hQABAgQIECBAgAABAgQIEJhHgRzaMMMuodc8nt3pbVOGXp3VE2XzdPTsOuSyUTaqHl9x57Pa83pZr/qpHPJh7I7AfAts3InQ6060McKGvt6XrQhe8tHtbkRvm1vxcS9gnm+MybUug53lH/7vpXXn/V7vpWPxMzJDnOhh1z35icp76errZeny/4yUJ0LJRSnduA5vvVOW3otAcO1a/GJEzFtb9+5aOtbrBbe8WpY++E5pX/7/wqnX43dReLRzfwJ6fO3PzVYECBAgQIAAAQIECBAgQGCqBTL0+uCDD8pbb71Vrl+/PtV1VbkZFoibtp1Tp8r6Qw9vN2L5+rXo1bAeNydj6LTl5bJ5Moaqavd+97oKw7Zeb2+whxfrrfvnputEELYZj+Wysoe9WJXAAgvEUHJl814VcMWXNL+m0Z3mWAXSzUAhw65Wfl/j9cbtUlYOP8BeSP2wbF/5bmVf2uEd4WJ35VzpnngsXsfQh3cvB0uGYCulfeNS/FyNYQ9PP9VbNudgrQhhly7/VWndi6ENIwRsrd+OX554pNfrrRtDH96N3urh0o3H0pXvhcvTPbc5d9G8gwkIvg7mZ2sCBAgQIECAAAECBAgQIDB1Ahl6/ehHPyo//OEPy+3bceNSITAmgQy21p98sqw//vj2EU787atlJYfVjGEQ1x85X+4+fyF+Y38rmFqK3iQr+wupNquIK3qi3DcGVin34j/B1za/FwR2Ftjq6ZUzelW9jZZiqNB6Tq8MvjZjvr5OBMyZiGXPr1xWBWE779anOwu0b/6otO9+UM3nlcMddh76bAxr+FMRLJ6ujFt33oth/v6y6vGUe2rFHFfdk5/aOjc773vWP22FTYZbObxmqxM/6R/92dI582z0+orhNiOkbd/8YfT0+qutZkZIeOMHgq9ZP+kTqL/gawLIDkGAAAECBAgQIECAAAECBCYlsBFhw5tvvlneeeedsp69bhQC4xSIHl/d4zEXzfGPD9KJHl4xxma1oHP8ePx2fvT4Wun1KPl4rb2/utfKob+ye8r9ZaO1Xjpxc74d/ykECOwgkL25IljoBVnxXWrHd7cOvXKzDLiyN1InA+atYQ4z/God/Pu7Q63m/6MwbEXolfat7q0Iv2Io2PM/9/FwfuHePfVUhD0Rfq1Fr7AovXmu8hzM/+377OHWuyajB/HJT4bDcx/bRG/EDMHaN96KwOtHSVPaa1eyP6JCYEeB+f/m7Nh8HxIgQIAAAQIECBAgQIAAgfkRWFtbK6+99lp5//33S/b6UgjMi0D2TrlX6jlvWnEreLma66sTN+fzs+hbVo71p2/z0nDtIHCYAvWcXTGPV68nVzzn8Hoxn1Sr/ix7emUAttXLqxoK8TDrsIj7yvm6YqjDbszplYFWN4YxzDmsWmsflfb1N+OznG8tyCNw7J6Oz7JkT7CtuQyr93P8R+vulSpsbcUvMHROPBpDHMZvUkSvuGqus+12Rzi4ZdM9drYXzlah7fYKXhC4T0DwdR+HNwQIECBAgAABAgQIECBAYPYEunFnMoc0fP3118vly5djhKoHe8XMXqvUmMDHAuvRq6su2bNrubtS+uf7Wo9YTPBVC3kmMEQghy2MElFX6eYf+cinnG8qhpRrLO0Mx5QDCUSglaFWWY4edmuBnkP4ZYkwrHX9BzG3VcM8nKsxTHEdRvbWntM/498rGzG8Zpa8PjP0itC1tbFW2le/31s++OdqBoV+uWeQxfv7BQRf93t4R4AAAQIECBAgQIAAAQIEZk4ghzS8ePFi+eCDGEpJITBnAtmjK4OtumQvr7utXg+JXNaK/zqtTtmIm/fZE0whQGCYQC/pqkKv3X4/IoYxreb5GrYry/cgkO59ntuBVixL53zcVwbf3/fh/L2p2p8XZLS7CmfjdRL0u/iFnvk772NukX8NjBnY7gkQIECAAAECBAgQIECAwLgFlpaWykMPPVSuX79ebt26Ne7D2T+BiQpsRtAVsVbcB435xOK/XqmfY76X+C/Xybm+lrtudU305DjYbAlsDV9YfY0ySMhHZg3tlWhHPUde9KTJHkqxbjfn91IOLhC+aVzN2xX4OcRhFfDEcIadhz4bQ032ejy1Y8i/1u34BZb6PB38yDOwh7gAV2JeyOz1lUYxxGE1x1w1D9rPbNe/ffPtmCftarXO9kIvCOwg4F8DO+D4iAABAgQIECBAgAABAgQIzIJABl9PPPFEOX78eHnzzTfLjRtx40ghMCcCOX9XZzvwalVBV4ZgWTLwishr+3XMEFN9Xi3wBwEC9wvk3F5Z6kCrE0OI5rL2sb7cK5blXFMLFb70WMb2Zw7fd+x0ad16J+b5OlsFYK0IcrpnnindRz4Od1rv/h8xDGKsWwWRY6vN1O24c+ITpZ020fbWzR+Vcu4z4XSudB97qaprFYbdiUAwh4pUCIwoIPgaEcpqBAgQIECAAAECBAgQIEBgmgUy/Hr00UfL6upqefXVV6veX9NcX3UjMIpABlmbrc2tVbsxkOGxsto9sRV7lXKvda+sld6whzkEYj6yB5hCgECDQIRZraXofZQ9uuJ70u1sDSFaBy05BN/Wslb0Bvu4X2XDviwaXSDcOyc+WdrXL/V6c4Xx0uW/inzxdulGr6/SiZ9bEYS1b/6wF3pF76fuAoU8nXMXwuatmActQtcY6nD5J/932Tz7QvQEOxk9wGIetBvxWQZfVQ9Fc86NfuEt9pqCr8U+/1pPgAABAgQIECBAgAABAnMk0G63y9mzZ8tLL71U/vqv/7pcuXJljlqnKYsoUA9zGHc8q+avRPC1FP/V5Vj3eFnbmu8rQ7KN+G8p4rG6R1i9nmcCBHoC3aWT0VXyevToiiH3MvzaXIv38ajLVk+vboYQyqEJdM88XToZbl37fukePx/D9l0pSz/5f/r2Hz/jcsi/e1vDFS9Q8NU98XjpnH02bN6KnnGnYrjH98vyrXfDJnv2hksGXnWp5gCr33gmMFzAr8AMt/EJAQIECBAgQIAAAQIECBCYSYHl5eXycz/3c+Wpp54q2RNMITCLAtnfZDPm7cpAK0uGWSvdnIvo45K9u7IXWK/k+jFE21ZI9vFaXhEgsC2QwdbKieptN3t4ZS+wusdXDntYBwut3nCi29t5cUCBVuk8+vdK9/SnoxfT9VKy592JR+M5hu87fq6X7W9GD7zlCCYXrcT11zn/c6V78vGY6ytC2Lgmuyc/Gc8xr+Pxh6MXXPTdyeEiXZOLdmUcqL16fB2Iz8YECBAgQIAAAQIECBAgQGA6BTL8+sxnPlPN+/WjH/2orK31/Ub/dFZZreZEYDN6Hd5b/0TVmny9/7mCskdKhF1bwdZSt7knV/b6qu+HtrpbPQTmxFIzCIxFoB0hwkrcFs6eXhF+dTNcbucvScT3Jz/LcCwDsHzU84KNpSKLtdMc1nDjyf+ttK++HnNa/ThCnjsxpGEEXRn0nH4ygrAIfiIEat2O3k4xJ9gi2WfAtfHEL5T2jUulne3P4R6PnQmP5dKJ3nLZY66a/yvDwVxuSNvF+vLso7WCr32g2YQAAQIECBAgQIAAAQIECMyCwMrKSnn66afLsWPHyqVLl8qdO725kGah7uo4uwLrT3265OOgJYdhOx7zee1WViIaG+wJtts2Piew8AIZaGXoUvXwqoeSi+ArQy9lfALh23n4c6Vz7oXS2ohhDWO+tW72aFqOYQ7zOcsjP9V7XrQ/IxjsPPIzYfOZsLndm29u6UQvHEybM88tmoj2HkBA8HUAPJsSIECAAAECBAgQIECAAIFpF8jw64knniirq6vltddeK7dvx80khQABAgQIpICg62iugwhyusdiiEPlQYEY1rCbQxsqBA4gIMI/AJ5NCRAgQIAAAQIECBAgQIDALAjkPF+PPvpo+eIXv1jOnXOjbRbOmToSIECAAAECBAjsT0CPr/252YoAAQJHLtBu+92FIz8JKkCAAAECBKZEoFVPbjMl9VGN6RTI6+TUqVNV+PXqq6+Wy5cvT2dF1YoAAQIECBAgQIDAAQRa3SgH2N6mBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECUyDwrW9969Br8eUvf/nQ9znOHeouME5d+yZAgAABAgQIECBAgAABAgQIECBAgAABAgQIEJiYgOBrYtQORIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgME4Bc3yNU9e+CRAgMEaBb3/722Pcu10TIECAAAECBAgcpUDO5/rUU0+Vxx57rJjD7SjPhGNPSuCDDz4oP/jBDyZ1OMchQIAAAQJHJvDSSy8d2bEX5cCCr0U509pJgMDcCXz44Ydz1yYNIkCAAAECBAgQ+Fjg5s2bZX19vTzxxBPCr38jGJQAACBRSURBVI9ZvJpTgbW1teL/48zpydUsAgQIECAwYQFDHU4Y3OEIECBAgAABAgQIECBAgMAoAnfv3i2vv/56efvtt8vGxsYom1iHAAECBAgQIECAwMILCL4W/hIAQIAAAQIECBAgQIAAAQLTKpA9vt54441qCLjsEaMQIECAAAECBAgQILCzgOBrZx+fEiBAgAABAgQIECBAgACBIxXY3NwsFy9eLN///vfLrVu3jrQuDk6AAAECBAgQIEBg2gUEX9N+htSPAAECBAgQIECAAAECBBZeoNvtlh//+Mfl7/7u78pHH3208B4ACBAgQIAAAQIECAwTEHwNk7GcAAECBAgQIECAAAECBAhMmcCHH35YXnvttfLBBx+UDMMUAgQIECBAgAABAgTuFxB83e/hHQECBAgQIECAAAECBAgQmFqBDLuuX79eXn311fKTn/xE+DW1Z0rFCBAgQIAAAQIEjkpA8HVU8o5LgAABAgQIECBAgAABAgT2KbC2tlaFXzn8Yc4BphAgQIAAAQIECBAg0BMQfLkSCBAgQIAAAQIECBAgQIDADApsbGxUc3699dZb5e7duzPYAlUmQIAAAQIECBAgcPgCgq/DN7VHAgQIECBAgAABAgQIECAwEYFOp1MuXbpUrl69OpHjOQgBAgQIECBAgACBaRcQfE37GVI/AgQIECBAgAABAgQIECAwRKDdbpdnn322PPTQQ0PWsJgAAQIECBAgQIDAYgksL1ZztZYAAQIECBAgQIAAAQIECMyHwPLycvnsZz9bPvWpT5WlpaX5aJRWECBAgAABAgQIEDiggODrgIA2J0CAAAECBAgQIECAAAECkxY4fvx4efHFF8vjjz9eWq3WpA/veAQIECBAgAABAgSmVkDwNbWnRsUIECBAgAABAgQIECBAgMD9AhlynTlzply4cKE8+uijQq/7ebwjQIAAAQIECBAgUARfLgICBAgQIECAAAECBAgQIDAjAo888kh5/vnny8MPPzwjNVZNAgQIECBAgAABApMVEHxN1tvRCBAgQIAAAQIECBAgQIDAngWyp9cTTzxRnn322XLq1Kk9b28DAgQIECBAgAABAosiIPhalDOtnQQIECBAgAABAgQIECAwkwJLS0tV4PXUU0+VnNtLIUCAAAECBAgQIEBguIDga7iNTwgQIECAAAECBAgQIECAwJEKrKysVEMbPvnkk2V52f+FP9KT4eAECBAgQIAAAQIzIeBfzTNxmlSSAAECBAgQIECAAAECBBZNYHV1tVy4cKEa4jCHOlQIECBAgAABAgQIENhdQPC1u5E1CBAgMJUCObG5QoAAAQIECBAgMJ8C7Xa75NCGjz32WBF6zec51qr7BXIYT/8f534T7wgQIECAAIH9CQi+9udmKwIECBy5wEsvvXTkdVABAgQIECBAgAABAgQIHIZAhrz5UAgQIECAAAECBxVoH3QHtidAgAABAgQIECBAgAABAgQIECBAgAABAgQIECAwDQKCr2k4C+pAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBwYAFDHR6Y0A4IECBwNALf+MY3jubAjkqAAAECBAgQIECAAIFDFnjyySfL5z//+UPeq93tJtDtdsurr75a3n333d1W9TkBAgQIHJLAyy+/fEh7spthAoKvYTKWEyBAYMoFOp3OlNdQ9QgQIECAAAECBAgQIDCaQAYwyuQE0vvu3btV6HXlypXJHdiRCBAgQIDABAQEXxNAdggCBAgQIECAAAECBAgQIECAAAEC0yCQv0R57dq18sYbb5SrV69OQ5XUgQABAgQIHKqA4OtQOe2MAAECBAgQIECAAAECBAgQIECAwHQKbG5ulg8++KC89dZb5ebNm9NZSbUiQIAAAQIHFBB8HRDQ5gQIECBAgAABAgQIECBAgAABAgSmXSB7er3zzjvl0qVL5c6dO9NeXfUjQIAAAQL7FhB87ZvOhgQIECBAgAABAgQIECBAgAABAgSmXyDn9HrzzTfL22+/XTY2Nqa/wmpIgAABAgQOICD4OgCeTQkQIECAAAECBAgQIECAAAECBAhMs0AGXa+++mp57733prma6kaAAAECBA5NQPB1aJR2RIAAAQIECBAgQIAAAQIECBAgQGA6BLKX161bt8obb7xRLl++PB2VUgsCBAgQIDABAcHXBJAdggABAgQIECBAgAABAgQIECBAgMCkBHI+r6tXr5aLFy+Wjz76qGQIphAgQIAAgUUREHwtypnWTgIECBAgQIAAAQIECBAgQIAAgbkXyJDrgw8+KG+99Va5fv363LdXAwkQIECAwKBAe3CB9wQIECBAgAABAgQIECBAgAABAgQIzK7AtWvXyo0bN2a3AWpOgAABAgQOICD4OgCeTQkQIECAAAECBAgQIECAAAECBAhMk0Cr1SpPP/10efLJJ0u+VggQIECAwKIJCL4W7YxrLwECBAgQIECAAAECBAgQIECAwFwLrK6uls985jPlmWeeKcvLZjqZ65OtcQQIECDwgIDg6wESCwgQIECAAAECBAgQIECAAAECBAjMtsDKykq5cOFCee6558rx48dnuzFqT4AAAQIE9iAg+NoDllUJECBAgAABAgQIECBAgAABAgQIzIrA0tJSefbZZ6veX6dPn56VaqsnAQIECBA4kIDg60B8NiZAgAABAgQIECBAgAABAgQIECAwvQI5z9cTTzxRPve5z5VHHnlkeiuqZgQIECBA4JAEBF+HBGk3BAgQIECAAAECBAgQIECAAAECBKZV4OGHHy4vvvhiefzxx0uGYQoBAgQIEJhXAcHXvJ5Z7SJAgAABAgQIECBAgAABAgQIECCwJZBh15kzZ6qeX5/85CeFX64MAgQIEJhbAcHX3J5aDSNAgAABAgQIECBAgAABAgQIECBwv8Dx48fL5z//+fLpT3+6LC8v3/+hdwQIECBAYA4EBF9zcBI1gQABAgQIECBAgAABAgQIECBAgMCoAhl4ffazny3PPfdcWV1dHXUz6xEgQIAAgZkQ8GsdM3GaVJIAAQIPCly4cOHBhZYQIECAAAECBAgQIEBgBgXOnj07g7We7Sq32+3y7LPPlpOnTpWbN27MdmPUngABAgQI9AkIvvowvCRAgMAsCQi+ZulsqSsBAgQIECBAgAABAgSmTyDn/Xr8E5+oHtNXOzUiQIAAAQL7EzDU4f7cbEWAAAECBAgQIECAAAECBAgQIECAAAECBAgQIDBlAnp8TdkJUR0CBAiMKtDpdEZd1XoECBAgQGAiAvlb4/lQHhTodrslHwoBAgQIECBAgAABAostkEPNKuMVEHyN19feCRAgMDaBb3zjG2Pbtx0TIECAAIH9CHzxi18sjz322H42nfttrl27Vv7yL/9y7tupgQQIECBAgAABAgQI7Czwyiuv7LyCTw8sIFo8MKEdECBAgAABAgQIECBAgAABAgQIECBAgAABAgQITIOA4GsazoI6ECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIHFhA8HVgQjsgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCYBgHB1zScBXUgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBA4sIDg68CEdkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIDANAoKvaTgL6kCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIHBgAcHXgQntgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAYBoEBF/TcBbUgQABAgQIECBAgAABAgQIECBAgAABAgQIECBA4MACgq8DE9oBAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIDANAgIvqbhLKgDAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIDAgQUEXwcmtAMCBAgQIECAAAECBAgQIECAAAECBAgQIECAAIFpEBB8TcNZUAcCBAgQIECAAAECBAgQIECAAAECBAgQIECAAIEDCwi+DkxoBwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAtMgIPiahrOgDgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgcWEHwdmNAOCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEpkFA8DUNZ0EdCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEDiwg+DowoR0QIECAAAECBAgQIECAAAECBAgQIECAAAECBAhMg4DgaxrOgjoQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgcWEDwdWBCOyBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEJgGgeVpqIQ6ECBAgMDeBb70pS/tfSNbECBAgACBMQqcOXNmjHuf7V2fPn26+Lt7ts+h2hMgQIAAAQIECBAgMBsCgq/ZOE9qSYAAgQcEzp8//8AyCwgQIECAAIHpFFheXi7+7p7Oc6NWBAgQIECAAAECBAjMl4ChDufrfGoNAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQGBhBfT4WthTr+EECMy6wJUrV2a9CepPgAABAgQIECBAgAABAgQIECBAYKEEjAQx/tMt+Bq/sSMQIEBgLALf+c53xrJfOyVAgAABAgQIECBAgAABAgQIECBAYDwCr7zyynh2bK/bAoKvbQovCBAgQIAAAQIECBAgQGBaBTql91/Wbyn+a8V/CgECBAgQOGqBbreUjY1SNjdLydet+OsppvYsS0u910ddP8cnMFsC8SXq5JepE9WO5xIzNbXi0c4Yw7/9ZutcHm1tBV9H6+/oBAgQIECAAAECBAgQILCLQEZed1t34vZH3FmMstxdKSfKyV228jEBAgQIEBivwL17pdy9+3HoVR8tw6+VlVJOnOgFYPVyzwQI7CDQ3SytjbsRIOe/9yIA2y7xhcovVXs1vlDHtpd6QWAngYhLFQIECBAgQIAAAQIECBAgML0CnSryWo/4a7N63Gutxe2Q/hsi01t3NSNAgACB+RTIwOvGjV5vr/bWHdZej69u1dtrba2UW7d6odh8CmgVgUMUiNCrbNyOjl73IuNq93r25xcqSit7fWUPsI38QkXarBAYQUDwNQKSVQgQIECAAAECBAgQIEDgaAQy4NqI/7oRefVKb5ib9eLGx9GcEUclQIAAgfX1Um7f3uqEEndXc5jD7JCSwxvmbfr8PEs+ZwC2df++t9CfBAjcL5BfkM07McRh9PSKL1I3QrAq8mrlFyrexy8+VeFXfskiHOsNg3j/LrwjMChgqMNBEe8JECBAgAABAgQIECBAYGoEquCrtXUHsapV3gqJm4qxbKV7LF71grCpqbCKECBAgMBcC+Q9+gyzsmTQ1YnfyzgZo+8eP17ds69CsDtxD/9e/NXVjr+icjjE1RihLe/ZKwQINAjk0IabGXplH534grVjOMOl/ELFFyx7ekUvsO7mWhV+ZQiW78tSfKkUAjsI6PG1A46PCBAgQIAAAQIECBAgQOBoBTZbm3GLIyc37y/Z/6tpef86XhMgQIAAgcMXyKBrI+7RZ+iVzzmXVx165dFyeQZdef8+e4Ll+np8Hf55sMc5EuhEkhzBcPXLTK3op5OhVtXbK9qYYVi7F4JlT7CqZM8whcAuAnp87QLkYwIECBAgQIAAAQIECBA4OoH1kr9Wn7284j5IWa4Cr+wF1qlebcQS/7e2wvEHAQIECExEIMOsDLKW46+ffJ3B12Bvrgy/zpz5OPCq5wCbSAUdhMCsCXTySxX/a0VKnL298gsVX7JWBmL9pd37N1+37hmm13+/jtcDAv4fwgCItwQIECBAgAABAgQIECAwHQIZbq3Hf1lybofj3dWy1lqLvl69ZRutjXIshsCp5n2YjiqrBQECBAjMuUDdgytDryxNoVbet89ATCFAYASBHM4wSivDr/j3Xv6rL2LlGN7wbi5uLvk7UbmaQmCIgOBrCIzFBAgQIECAAAECBAgQIHC0AuutmMNhq7dX9vG607od73p3OvJeRz3c4XJ1k+Ro6+roBAgQILAYAhl0ZbCVz3X4Ndjy7BGWn3U6+XdW9g6LX9HI+/kKAQKNAvnvut63pfdxK//FN2yM0EzIFAK7CAi+dgHyMQECBAgQIECAAAECBAhMXiADrnvVMIf1r/P2Bjjs1SSXtSL4iugr5gBb7vq1+smfIUckQIDAYgpk6FU/UqAe7rBfI3uF3biRwVfv77Bz55p7hvVv4zWBxRWoYq7eFyv+bZcRWAx0GF+avugie4Vt9QxbXCct34tA39Wzl82sS4AAAQIECBAgQIAAAQIExiewEcMZZrBV//5vDmdYTXoeS7KnV94SybIR/63EkrZeX5WHPwgQIEBgvAJ1j6+NjfgbKv4qWo/Rd4/FtET9PbpyWX5WB2T5rBAgMEQgA67uRvw7rx3ZVnx5qnm+YqK8lZgoL0t+mTZu5Yvqf9UyfxDYRUDwtQuQjwkQIECAAAECBAgQIEBg8gK9YQ57x22XpWp+r3our82Y22ut3Kk+3IzgK4Mwwdfkz5EjEiBAYBEFMuBajjuqd2P6oXzOkOtO/JWU4VcGXNkDLN/XJdcRfNUangk0CGTQtbkRsVb26orPc26vKvyKL1SGXhmGdbcm1WvY3CICTQKCryYVywgQIECAAAECBAgQIEDgyAQ2I8jK/3p3P1rRo+tY/Hd8uz7L3eWSwViv51enbLTWy1Isq3uEba/oBQECBAgQOGSBDLGOx19J92IayhzScCk6pqyt9QKwPFR1nz6W53r1uv29wQ65OnZHYPYFssdXJx8RcOWXppNfruhSGS97HfwzEMtETCEwuoBpFUe3siYBAgQIECBAgAABAgQITEAghzmshzLMMCuDrv5SLYs4rC7r0etLIUCAAAECkxLIXlynTuW9+G7JIQ/zXn3el6+HQazrsboao7V9/NdVvdgzAQL9Aq2IKJZW43sUz/lFiv/1Xneq7Evo1Y/l9agCgq9RpaxHgAABAgQIECBAgAABAmMXyMBrs9UbziaHNlzqLsVAh/cHX1mJle5K3AzJeb9iPoiq75fwa+wnxwEIECBAYFsghzY8d65VDXFY3auPm/UZgmUvsAzGTp8u5cSJXii2vZEXBAg0C0Svr+5KfGmWojtlJMndmPMrSzX8YSu6VS7Hl6kdzxmO9eKw6nN/EBgm8OD/exi2puUECBAgQIAAAQIECBAgQGDMAtmb62Q3fo1+l7IcPb7Odh/aZS0fEyBAgACB8QnkMIdnzvTCrpzbK0v2+srlCgECexSoAq6TkXZFelzN95VjhsYXKpdn2BW9whQCowoIvkaVsh4BAgQIECBAgAABAgQIECBAgAABAgQGBDLsMo/XAIq3BPYrUPXqysBrvzuwHYH4mQyBAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAwDwICL7m4SxqAwECBAgQIECAAAECBAgQIECAAAECBAgQIECAQMMMwVAIECBAYCYEXn755Zmop0oSIECAAAECBAgQIECAAAECBAgQIEBgUgLm+JqUtOMQIEDgkAXaBhA/ZFG7I0CAAAECBAgQIECAAAECBAgQIEBg1gUMdTjrZ1D9CRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEKgE9vlwIBAgQmFGBN998c0ZrrtoECBAgQIDAYQs89NBD5fz584e9W/ubY4Fbt26V9957b45bqGkECBAgQIAAgekUuHDhwnRWbI5qJfiao5OpKQQILJaA4GuxzrfWEiBAgACBnQSeffZZwddOQD57QCCDL/+efIDFAgIECBAgQIDA2AUEX2MnLoY6HL+xIxAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECExAQPA1AWSHIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQGL+A4Gv8xo5AgAABAgQIECBAgAABAgQIECBAgAABAgQIECAwAQHB1wSQHYIAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQGD8AoKv8Rs7AgECBAgQIECAAAECBAgQIECAAAECBAgQIECAwAQEBF8TQHYIAgQIECBAgAABAgQIECBAgAABAgQIECBAgACB8QsIvsZv7AgECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQITEBB8TQDZIQgQIECAAAECBAgQIECAAAECBAgQIECAAAECBMYvIPgav7EjECBAgAABAgQIECBAgAABAgQIECBAgAABAgQITEBA8DUBZIcgQIAAAQIECBAgQIAAAQIECBAgQIAAgf+/vbtnaSWIwgA8iR9FLMQoFtr6E9JZCf5sWzs7UUEtRIiFQjAgGhM/rmsZRLgmZ7KTPNvFJOececZCeN1ZAgQIEIgXEHzFG+tAgAABAgQIECBAgAABAgQIECBAgAABAgQIECCQQUDwlQFZCwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgXgBwVe8sQ4ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIZBARfGZC1IECAAAECBAgQIECAAAECBAgQIECAAAECBAgQiBcQfMUb60CAAAECBAgQIECAAAECBAgQIECAAAECBAgQIJBBQPCVAVkLAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBeAHBV7yxDgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAhkEBF8ZkLUgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBCIF1iOb6EDAQIECEQINJv+dyHCVU0CBAgQIFCiQKPRKHFsM89QoPqd8ffkDDdAawIECBAgQIAAgTCBxufXFVZdYQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgSwCx8fHU++zv78/9ZqRBd0uEKmrNgECBAgQIECAAAECBAgQIECAAAECBAgQIECAQDYBwVc2ao0IECBAgAABAgQIECBAgAABAgQIECBAgAABAgQiBTzjK1JXbQIECAQKnJycBFZXmgABAgQIECBAgAABAgQIECBAgACBaQt0Op1pl1RvTEDwNQbiJQECBEoR6PV6pYxqTgIECBAgQIAAAQIECBAgQIAAAQIECGQRcNRhFmZNCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEogUEX9HC6hMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECGQREHxlYdaEAAECBAgQIECAAAECBAgQIECAAAECBAgQIEAgWkDwFS2sPgECBAgQIECAAAECBAgQIECAAAECBAgQIECAQBYBwVcWZk0IECBAgAABAgQIECBAgAABAgQIECBAgAABAgSiBQRf0cLqEyBAgAABAgQIECBAgAABAgQIECBAgAABAgQIZBEQfGVh1oQAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCBaQPAVLaw+AQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAFgHBVxZmTQgQIECAAAECBAgQIECAAAECBAgQIECAAAECBKIFBF/RwuoTIECAAAECBAgQIECAAAECBAgQIECAAAECBAhkERB8ZWHWhAABAgQIECBAgAABAgQIECBAgAABAgQIECBAIFpA8BUtrD4BAgQIECBAgAABAgQIECBAgAABAgQIECBAgEAWAcFXFmZNCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEogUEX9HC6hMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECGQREHxlYdaEAAECBAgQIECAAAECBAgQIECAAAECBAgQIEAgWkDwFS2sPgECBAgQIECAAAECBAgQIECAAAECBAgQIECAQBYBwVcWZk0IECBAgAABAgQIECBAgAABAgQIECBAgAABAgSiBQRf0cLqEyBAgAABAgQIECBAgAABAgQIECBAgAABAgQIZBFYztJFEwIECBCYukC73Z56TQUJECBAgAABAgQIECBAgAABAgQIECBQsoDgq+TdMzsBAgst0Ol0Fnr9Fk+AAAECBAgQIECAAAECBAgQIECAAIFxAUcdjot4TYAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUKSA4KvIbTM0AQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIDAuICjDsdFvCZAgEAhAkdHR4VMakwCBAgQIECAAAECBAgQIEAgp8DBwUFaWlrK2bKIXk9PT+ni4iL1+/0i5jXkfAocHh7O58JqtCrBV402wygECBD4H4GPj4//+bjPEiBAgAABAgQIECBAgAABAgQWUuDz8/M77Do/P09V+OUiQGC+BQRf872/VkeAAAECBAgQIECAAAECBAgQIECAAIGFFXh/f08PDw/p8vIyDQaDhXWwcAJ/FWg0Gn/96sy+J/iaGb3GBAgQIECAAAECBAgQIECAAAECBAgQIBAlMBwOU7fbTTc3N2k0GkW1UZfAXAsIvuZ6ey2OAAECBAgQIECAAAECBAgQIECAAAECBEoQqO7uqgKvu7u79Pb2VsLIZiRQS4FWq1XLuX4byh1fv+l4jwABAgQIECBAgAABAgQIECBAgAABAgSKEnh5eUlXV1fp/v4+eUZ6UVtn2BoKrK2t1XCq30cSfP3u410CBAgQIECAAAECBAgQIECAAAECBAgQKERg8PqaTk9P0+PjYyETG5NAvQXW19frPeAP0wm+fkDxIwIECBAgQIAAAQIECBAgQIAAAQIECBAoR6C6s6vf76ezs7P0/PxczuAmJVBjgY2NjbS5uVnjCX8eTfD1s4ufEiBAgAABAgQIECBAgAABAgQIECBAgEABAtUzvKpjDa+vr1P1bC8XAQKTC6ysrKTt7e3UbDYnL5a5guArM7h2BAgQIECAAAECBAgQIECAAAECBAgQIDAdgeFwmLrdbrq9vU2vX8ccuggQmFygCrt2d3fT1tbW5MVmUEHwNQN0LQkQIECAAAECBAgQIECAAAECBAgQIEBgcoHRaJR6vZ7Qa3JKFQh8C6yurqadnZ3v4KtUEsFXqTtnbgIECBAgQIAAAQIECBAgQIAAAQIECCy4QKvVSnt7e6k67rB6xpeLAIG/C1TP86qON2y3238vUoNv/gMkDUhJYLEhMgAAAABJRU5ErkJggg==)

Let’s go through what each track (red annotations in the picture) shows:

Reference: Helps to identify variants in the reads track.

Annotation: Shows which gene you are looking to.

Coverage: Number of reads covering that position, varied coverage patterns may signify regions of interest or potential structural variants.

Reads & variants: Single nucleotide polymorphisms are highlighted, and deletions can be seen as empty.

Intereactive features of IGV plot (blue texts in the picture), exploring with zooming, scrolling, locus specifiying features are essentialy useful viewing neighboring locations, .

Other resources related to basics of IGV plot:

  • The IGV desktop application documentation offers valuable insights into IGV plots and interactive features, some of which are also applicable to igv-notebook: https://igv.org/doc/desktop/

  • Matt Eldridge inspects variants in IGV to whether these are real events or artifacts: https://bioinformatics-core-shared-training.github.io/intro-to-IGV/InspectingVariantsInIGV.html

Setup: Install igv-notebook

First of all, we need to install and import igv_notebook python package.

!pip install igv_notebook
import igv_notebook
Requirement already satisfied: igv_notebook in /Users/eu1/Library/Python/3.11/lib/python/site-packages (0.6.1)
Requirement already satisfied: ipykernel in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from igv_notebook) (6.29.5)
Requirement already satisfied: ipython in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from igv_notebook) (8.26.0)
Requirement already satisfied: requests in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from igv_notebook) (2.32.3)
Requirement already satisfied: appnope in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from ipykernel->igv_notebook) (0.1.4)
Requirement already satisfied: comm>=0.1.1 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from ipykernel->igv_notebook) (0.2.2)
Requirement already satisfied: debugpy>=1.6.5 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from ipykernel->igv_notebook) (1.8.2)
Requirement already satisfied: jupyter-client>=6.1.12 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from ipykernel->igv_notebook) (8.6.2)
Requirement already satisfied: jupyter-core!=5.0.*,>=4.12 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from ipykernel->igv_notebook) (5.7.2)
Requirement already satisfied: matplotlib-inline>=0.1 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from ipykernel->igv_notebook) (0.1.7)
Requirement already satisfied: nest-asyncio in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from ipykernel->igv_notebook) (1.6.0)
Requirement already satisfied: packaging in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from ipykernel->igv_notebook) (23.2)
Requirement already satisfied: psutil in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from ipykernel->igv_notebook) (6.0.0)
Requirement already satisfied: pyzmq>=24 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from ipykernel->igv_notebook) (26.0.3)
Requirement already satisfied: tornado>=6.1 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from ipykernel->igv_notebook) (6.4.1)
Requirement already satisfied: traitlets>=5.4.0 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from ipykernel->igv_notebook) (5.14.3)
Requirement already satisfied: decorator in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from ipython->igv_notebook) (5.1.1)
Requirement already satisfied: jedi>=0.16 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from ipython->igv_notebook) (0.19.1)
Requirement already satisfied: prompt-toolkit<3.1.0,>=3.0.41 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from ipython->igv_notebook) (3.0.47)
Requirement already satisfied: pygments>=2.4.0 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from ipython->igv_notebook) (2.18.0)
Requirement already satisfied: stack-data in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from ipython->igv_notebook) (0.6.3)
Requirement already satisfied: typing-extensions>=4.6 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from ipython->igv_notebook) (4.12.2)
Requirement already satisfied: pexpect>4.3 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from ipython->igv_notebook) (4.9.0)
Requirement already satisfied: charset-normalizer<4,>=2 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from requests->igv_notebook) (3.4.0)
Requirement already satisfied: idna<4,>=2.5 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from requests->igv_notebook) (3.10)
Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from requests->igv_notebook) (2.2.3)
Requirement already satisfied: certifi>=2017.4.17 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from requests->igv_notebook) (2024.8.30)
Requirement already satisfied: parso<0.9.0,>=0.8.3 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from jedi>=0.16->ipython->igv_notebook) (0.8.4)
Requirement already satisfied: python-dateutil>=2.8.2 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from jupyter-client>=6.1.12->ipykernel->igv_notebook) (2.9.0.post0)
Requirement already satisfied: platformdirs>=2.5 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from jupyter-core!=5.0.*,>=4.12->ipykernel->igv_notebook) (4.2.2)
Requirement already satisfied: ptyprocess>=0.5 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from pexpect>4.3->ipython->igv_notebook) (0.7.0)
Requirement already satisfied: wcwidth in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from prompt-toolkit<3.1.0,>=3.0.41->ipython->igv_notebook) (0.2.13)
Requirement already satisfied: executing>=1.2.0 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from stack-data->ipython->igv_notebook) (2.0.1)
Requirement already satisfied: asttokens>=2.1.0 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from stack-data->ipython->igv_notebook) (2.4.1)
Requirement already satisfied: pure-eval in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from stack-data->ipython->igv_notebook) (0.2.3)
Requirement already satisfied: six>=1.12.0 in /Users/eu1/Library/Python/3.11/lib/python/site-packages (from asttokens>=2.1.0->stack-data->ipython->igv_notebook) (1.16.0)

[notice] A new release of pip is available: 24.3.1 -> 25.0.1
[notice] To update, run: python3.11 -m pip install --upgrade pip

We will also require 3D7 reference annotation file to annotate genes in the IGV, and the 3D7 reference genome fasta file used for mapping of Pf8 samples. Both of these files are accessible through Sanger’s cloud storage, thus, we don’t need to download them here.

Creation of IGV Plot using Pf8 Data

To initialise an IGV browser, we need to populate a configuration dictionary with essential file paths that will be utilized to load genomic data.

We also need to define a specific genomic location, identified by the chromosome ID, starting base coordinate, and ending base coordinate to allow the browser to commence at the desired genomic position.

We will create a function to streamline this process.

def sample_viewer(sample_id, chromosome, start_base_coordinate, end_base_coordinate, showSoftClips=False):
  """
    Visualize genomic data using IGV_notebook.

    Parameters:
    - sample_id (str): Sample ID for the sample.
    - chromosome (int): The chromosome number.
    - start_base_coordinate (int): The starting base coordinate for visualization.
    - end_base_coordinate (int): The ending base coordinate for visualization.

    Returns:
    - igv_plot: IGV Browser object for further interaction.
  """

  # Define the genomic locus formatted for igv-notebook
  locus = f'Pf3D7_{str(chromosome).zfill(2)}_v3:{start_base_coordinate:,}-{end_base_coordinate:,}'
  print(f'Visualizing chromosome {chromosome} for genomic locus: {locus}')

  # Initialize the browser
  igv_notebook.init()
  igv_plot = igv_notebook.Browser(

    {
        "locus": locus,
            "tracks": [

            {
                "name": "Annotations",
                "url": 'https://pf8-release.cog.sanger.ac.uk/annotations/PlasmoDB-55_Pfalciparum3D7.gff.gz',
                "indexed": False,
                "type": "annotation",
                "format": "gff"
            },
            {
                "name": "CRAM",
                "url": f"https://pf8-release.cog.sanger.ac.uk/cram/{sample_id}.cram",
                "indexURL": f"https://pf8-release.cog.sanger.ac.uk/cram/{sample_id}.cram.crai",
                "format": "cram",
                "type": "alignment",
                "showSoftClips": showSoftClips,
            },
        ],

        # Load the reference
        "reference": {
           "fastaURL": 'https://pf8-release.cog.sanger.ac.uk/reference/PlasmoDB-54-Pfalciparum3D7-Genome.fasta',
           "indexed": False, # reads entire fasta
        },
    })

  return igv_plot

We are ready to use our function to show examples from Pf8 on some impactful events.

Examples from Pf8

hrp2 deletions

hrp2 and hrp3 are genes located in subtelomeric regions of the genome with very high levels of natural variation. Deletion in those genes can cause failure of rapid diagnostic tests and is therefore important to monitor.

We will specify the sample and navigate to a genomic location where hrp2 deletion is expected.

sample_viewer('PP0026-C', 8, 1374970, 1375040, showSoftClips=True)
Visualizing chromosome 8 for genomic locus: Pf3D7_08_v3:1,374,970-1,375,040
<igv_notebook.browser.Browser at 0x1086d1dd0>

From this view, we can see that all the reads are deleted from position 1,374,987 bp onwards (click, hold and drag left to see the other reads).

If we scroll down in the IGV plot, we can clearly see the sequence clipped from these mappings is the telomere repeat sequence GGGTT(T/C)A.

Let’s zoom out a bit to have a clear view by defining a range (1kb) that includes the deletion locus. The breakpoint will be seen before 1,374,850 bp and after 1,374,950 bp.

sample_viewer('PP0026-C', 8, 1374800, 1375079)
Visualizing chromosome 8 for genomic locus: Pf3D7_08_v3:1,374,800-1,375,079
<igv_notebook.browser.Browser at 0x7b878059abc0>

hrp3 deletions

Let’s look at a different example of a deletion. We will navigate to hrp3 where we expect to see deletion of the whole gene. In this example, we can also see the deletion of other neighbouring genes (PF3D7_1372100, PF3D7_1372000) in addition to hrp3.

sample_viewer('PD0129-C', 13, 2840236,2842840)
Visualizing chromosome 13 for genomic locus: Pf3D7_13_v3:2,840,236-2,842,840
<igv_notebook.browser.Browser at 0x7b878059a0e0>

MDR1 Duplication

Duplication of the MDR1 gene can lead to resistance to antimalarial drugs, including artemisinin-based combination therapies (ACTs).

Before looking at a Pf8 sample for MDR1 duplication, let’s discuss what we expect to see in the IGV plot:

  • Increase in the coverage track.

  • IGV uses color coding to flag anomalous insert sizes. Red flags are inferred for an insert size that is larger than expected (possible of a deletion).

  • Read orientation of paired reads is normally expected as left versus right,and right to left orientation implies duplication or translocation with respect to reference.

  • When a large section of DNA is duplicated and inserted into the genome next to the original sequence, it will be shown as below.

![image.png](data:image/png;base64,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)

Figure credit: IGV User Guide

Now, let’s look at the plot and notice the increase in the coverage where MDR1 starts (after 955kb). Also, when we zoom-in in the MDR1, we can see many red flags with the right to left orientation. Notably, two neighboring genes (PF3D7_0523100 and PF3D7_0523200) also share these findings.

sample_viewer('PD0131-C', 5, 941041, 969604)
Visualizing chromosome 5 for genomic locus: Pf3D7_05_v3:941,041-969,604
<igv_notebook.browser.Browser at 0x7a8c22ff01f0>

Plasmepsin 2/3 Duplication

Duplication of the Plasmepsin 2/3 gene can lead to resistance to piperaquine, a partner drug used in artemisinin-based combination therapies (ACTs).

We will showcase two samples from Pf8 where we observed a duplication event. In addition to the red reads (insertions) with orientations right versus left, there are numerous left versus right reads indicating an insertion into the genome, marked in green at the genomic location of 298-299 kb.

Also note that the coverage of Plasmepsin 2/3 gene (3892) is 2-5 times more than the neighbour genes.

sample_viewer('PG0607-C', 14, 295000, 302000)
Visualizing chromosome 14 for genomic locus: Pf3D7_14_v3:295,000-302,000
<igv_notebook.browser.Browser at 0x7b8780599e70>

Let’s look at the duplication at the second sample in genomic locus close to 299kb.

sample_viewer('PG0609-C', 14, 293000, 300000)
Visualizing chromosome 14 for genomic locus: Pf3D7_14_v3:293,000-300,000
<igv_notebook.browser.Browser at 0x7b8780599ea0>

Along with these insertions, we can also see from the plots that there are breakpoints close to MDR1. A breakpoint represents a genomic position where structural variation occurs, such as a duplication. We will zoom into sample 1 and sample 2 to note the starting position of the breakpoint.

The breakpoint in the first sample starts around 297,350bp.

sample_viewer('PG0607-C', 14, 297200, 299000)
Visualizing chromosome 14 for genomic locus: Pf3D7_14_v3:297,200-299,000
<igv_notebook.browser.Browser at 0x7b8780599d50>

The breakpoint in the second sample starts around 297,300bp, 60 base pairs behind from the first sample.

sample_viewer('PG0609-C', 14, 297200, 299000)
Visualizing chromosome 14 for genomic locus: Pf3D7_14_v3:297,200-299,000
<igv_notebook.browser.Browser at 0x7b878059a290>

CRT 72-76 Haplotype

In the last example, we will look at a CRT 72-76 haplotype, which is a genetic marker associated with resistance to chloroquine, an antimalarial drug. The haplotype is a combination of amino acid residues at positions 72 to 76 in the P. falciparum chloroquine-resistance transporter (pfcrt) gene.

In the IGV plot genomic locations 403,620-403,625 bp, we can see while some reads don’t have any SNP, other reads have the following 4 SNPs: 403620 G>T, 403621 A>G, 403624 T>A, 403625 A>C. These four SNPs indicates a variation from the reference genome (3D7) and makes the CVIET haplotype.

sample_viewer('FP0025-C', 7, 403600, 403650)
Visualizing chromosome 7 for genomic locus: Pf3D7_07_v3:403,600-403,650
<igv_notebook.browser.Browser at 0x7b8780599900>

Conclusion

In summary, you can visualise genomic variation in any Pf8 sample, by simply specifying sample ID, gene, and locus information to the sample_viewer function in this notebook.